{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Analysis and Stationarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:48.526669Z",
     "start_time": "2020-06-17T23:12:48.525013Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:49.124721Z",
     "start_time": "2020-06-17T23:12:48.527717Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas_datareader.data as web\n",
    "import numpy as np\n",
    "\n",
    "import statsmodels.tsa.api as tsa\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n",
    "from scipy.stats import probplot, moment\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:49.127819Z",
     "start_time": "2020-06-17T23:12:49.125902Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:49.138667Z",
     "start_time": "2020-06-17T23:12:49.129075Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_correlogram(x, lags=None, title=None):\n",
    "    lags = min(10, int(len(x)/5)) if lags is None else lags\n",
    "    with sns.axes_style('whitegrid'):\n",
    "        fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))\n",
    "        x.plot(ax=axes[0][0], title='Residuals')\n",
    "        x.rolling(21).mean().plot(ax=axes[0][0], c='k', lw=1)\n",
    "        q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])\n",
    "        stats = f'Q-Stat: {np.max(q_p):>8.2f}\\nADF: {adfuller(x)[1]:>11.2f}'\n",
    "        axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)\n",
    "        probplot(x, plot=axes[0][1])\n",
    "        mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])\n",
    "        s = f'Mean: {mean:>12.2f}\\nSD: {np.sqrt(var):>16.2f}\\nSkew: {skew:12.2f}\\nKurtosis:{kurtosis:9.2f}'\n",
    "        axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)\n",
    "        plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])\n",
    "        plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])\n",
    "        axes[1][0].set_xlabel('Lag')\n",
    "        axes[1][1].set_xlabel('Lag')\n",
    "        fig.suptitle(title, fontsize=14)\n",
    "        sns.despine()\n",
    "        fig.tight_layout()\n",
    "        fig.subplots_adjust(top=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load monthly industrial production and daily NASDAQ stock market index:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:51.878943Z",
     "start_time": "2020-06-17T23:12:49.139418Z"
    }
   },
   "outputs": [],
   "source": [
    "industrial_production = web.DataReader('IPGMFN', 'fred', '1988', '2017-12').squeeze().dropna()\n",
    "nasdaq = web.DataReader('NASDAQCOM', 'fred', '1990', '2017-12-31').squeeze().dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Additive Decomposition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time series data typically contains a mix of various patterns that can be decomposed into several components, each representing an underlying pattern category. In particular, time series often consist of the systematic components trend, seasonality and cycles, and unsystematic noise. These components can be combined in an additive, linear model, in particular when fluctuations do not depend on the level of the series, or in a non-linear, multiplicative model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These components can be split up automatically. statsmodels includes a simple method to split the time series into a trend, seasonal, and residual component using moving averages. We can apply it to monthly data on industrial manufacturing production with both a strong trend and seasonality component, as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:51.884895Z",
     "start_time": "2020-06-17T23:12:51.879916Z"
    }
   },
   "outputs": [],
   "source": [
    "components = tsa.seasonal_decompose(industrial_production, model='additive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:52.750809Z",
     "start_time": "2020-06-17T23:12:51.886646Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = (industrial_production.to_frame('Original')\n",
    "      .assign(Trend=components.trend)\n",
    "      .assign(Seasonality=components.seasonal)\n",
    "      .assign(Residual=components.resid))\n",
    "with sns.axes_style('white'):\n",
    "    ts.plot(subplots=True, figsize=(14, 8), title=['Original Series', 'Trend Component', 'Seasonal Component','Residuals'], legend=False)\n",
    "    plt.suptitle('Seasonal Decomposition', fontsize=14)\n",
    "    sns.despine()\n",
    "    plt.tight_layout()\n",
    "    plt.subplots_adjust(top=.91);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time Series Stationarity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The statistical properties, such as the mean, variance, or autocorrelation, of a stationary time series are independent of the period, that is, they don't change over time. Hence, stationarity implies that a time series does not have a trend or seasonal effects and that descriptive statistics, such as the mean or the standard deviation, when computed for different rolling windows, are constant or do not change much over time. It reverts to its mean, and the deviations have constant amplitude, while short-term movements always look the same in the statistical sense.\n",
    "\n",
    "More formally, strict stationarity requires the joint distribution of any subset of time series observations to be independent of time with respect to all moments. So, in addition to the mean and variance, higher moments such as skew and kurtosis, also need to be constant, irrespective of the lag between different observations. In most applications, we limit stationarity to first and second moments so that the time series is covariance stationary with constant mean, variance, and autocorrelation. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we specifically allow for dependence between observations at different lags, just like we want the input data for linear regression to be correlated with the outcome. Stationarity implies that these relationships are stable, which facilitates prediction as the model can focus on learning systematic patterns that take place within stable statistical properties. It is important because classical statistical models assume that the time series input data is stationary. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To satisfy the stationarity assumption of linear time series models, we need to transform the original time series, often in several steps. Common transformations include the application of the (natural) logarithm to convert an exponential growth pattern into a linear trend and stabilize the variance. Deflation implies dividing a time series by another series that causes trending behavior, for example dividing a nominal series by a price index to convert it into a real measure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log Transformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Double check fo zero values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:52.754790Z",
     "start_time": "2020-06-17T23:12:52.751724Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(False, False)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(nasdaq == 0).any(), (industrial_production==0).any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:52.773685Z",
     "start_time": "2020-06-17T23:12:52.755925Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq_log = np.log(nasdaq)\n",
    "industrial_production_log = np.log(industrial_production)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differencing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In many cases, de-trending is not sufficient to make the series stationary. Instead, we need to transform the original data into a series of period-to-period and/or season-to-season differences. In other words, we use the result of subtracting neighboring data points or values at seasonal lags from each other. Note that when such differencing is applied to a log-transformed series, the results represent instantaneous growth rates or returns in a financial context. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If a univariate series becomes stationary after differencing d times, it is said to be integrated of the order of d, or simply integrated if d=1. This behavior is due to so-called unit roots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Differencing of log series produces instantaneous returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:52.785821Z",
     "start_time": "2020-06-17T23:12:52.774591Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq_log_diff = nasdaq_log.diff().dropna()\n",
    "\n",
    "# seasonal differencing => yoy instantanteous returns\n",
    "industrial_production_log_diff = industrial_production_log.diff(12).dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following chart shows time series for the NASDAQ stock index and industrial production for the 30 years through 2017 in original form, as well as the transformed versions after applying the logarithm and subsequently applying first and seasonal differences (at lag 12), respectively. The charts also display the ADF p-value, which allows us to reject the hypothesis of unit-root non-stationarity after all transformations in both cases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:54.388500Z",
     "start_time": "2020-06-17T23:12:52.786853Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('dark'):\n",
    "    fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(14, 8))\n",
    "\n",
    "    nasdaq.plot(ax=axes[0][0],\n",
    "                title='NASDAQ  Composite Index')\n",
    "    axes[0][0].text(x=.03,\n",
    "                    y=.85,\n",
    "                    s=f'ADF: {tsa.adfuller(nasdaq.dropna())[1]:.4f}',\n",
    "                    transform=axes[0][0].transAxes)\n",
    "    axes[0][0].set_ylabel('Index')\n",
    "\n",
    "    nasdaq_log.plot(ax=axes[1][0],\n",
    "                    sharex=axes[0][0])\n",
    "    axes[1][0].text(x=.03, y=.85,\n",
    "                    s=f'ADFl: {tsa.adfuller(nasdaq_log.dropna())[1]:.4f}',\n",
    "                    transform=axes[1][0].transAxes)\n",
    "    axes[1][0].set_ylabel('Log')\n",
    "\n",
    "    nasdaq_log_diff.plot(ax=axes[2][0],\n",
    "                         sharex=axes[0][0])\n",
    "    axes[2][0].text(x=.03, y=.85,\n",
    "                    s=f'ADF: {tsa.adfuller(nasdaq_log_diff.dropna())[1]:.4f}',\n",
    "                    transform=axes[2][0].transAxes)\n",
    "    axes[2][0].set_ylabel('Log, Diff')\n",
    "\n",
    "    industrial_production.plot(ax=axes[0][1],\n",
    "                               title='Industrial Production: Manufacturing')\n",
    "    axes[0][1].text(x=.03, y=.85,\n",
    "                    s=f'ADF: {tsa.adfuller(industrial_production)[1]:.4f}',\n",
    "                    transform=axes[0][1].transAxes)\n",
    "    axes[0][1].set_ylabel('Index')\n",
    "\n",
    "    industrial_production_log.plot(ax=axes[1][1],\n",
    "                                   sharex=axes[0][1])\n",
    "    axes[1][1].text(x=.03, y=.85,\n",
    "                    s=f'ADF: {tsa.adfuller(industrial_production_log.dropna())[1]:.4f}',\n",
    "                    transform=axes[1][1].transAxes)\n",
    "    axes[1][1].set_ylabel('Log')\n",
    "\n",
    "    industrial_production_log_diff.plot(ax=axes[2][1],\n",
    "                                        sharex=axes[0][1])\n",
    "    axes[2][1].text(x=.83, y=.85,\n",
    "                    s=f'ADF: {tsa.adfuller(industrial_production_log_diff.dropna())[1]:.4f}',\n",
    "                    transform=axes[2][1].transAxes)\n",
    "    axes[2][1].set_ylabel('Log, Seasonal Diff')\n",
    "    sns.despine()\n",
    "    fig.tight_layout()\n",
    "    fig.align_ylabels(axes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Autocorrelation (also called serial correlation) adapts the concept of correlation to the time series context: just as the correlation coefficient measures the strength of a linear relationship between two variables, the autocorrelation coefficient, $\\rho_k$, measures the extent of a linear relationship between time series values separated by a given lag, $k$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence, we can calculate one autocorrelation coefficient for each of the T-1 lags in a time series; T is the length of the series. The autocorrelation function (ACF) computes the correlation coefficients as a function of the lag.\n",
    "The autocorrelation for a lag larger than 1 (that is, between observations more than one time step apart) reflects both the direct correlation between these observations and the indirect influence of the intervening data points. The partial autocorrelation removes this influence and only measures the linear dependence between data points at the given lag distance. The partial autocorrelation function (PACF) provides all the correlations that result once the effects of a correlation at shorter lags have been removed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are algorithms that estimate the partial autocorrelation from the sample autocorrelation based on the exact theoretical relationship between the PACF and the ACF."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A correlogram is simply a plot of the ACF or PACF for sequential lags, k=0,1,...,n. It allows us to inspect the correlation structure across lags at one glance. The main usage of correlograms is to detect any autocorrelation after the removal of the effects of deterministic trend or seasonality. Both the ACF and the PACF are key diagnostic tools for the design of linear time series models and we will review examples of ACF and PACF plots in the following section on time series transformations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NASDAQ (log, diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can further analyze the relevant time series characteristics for the transformed series using a Q-Q plot that compares the quantiles of the distribution of the time series observation to the quantiles of the normal distribution and the correlograms based on the ACF and PACF.\n",
    "\n",
    "For the NASDAQ plot, we notice that while there is no trend, the variance is not constant but rather shows clustered spikes around periods of market turmoil in the late 1980s, 2001, and 2008. The Q-Q plot highlights the fat tails of the distribution with extreme values more frequent than the normal distribution would suggest. The ACF and the PACF show similar patterns with autocorrelation at several lags appearing significant:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:55.266254Z",
     "start_time": "2020-06-17T23:12:54.389433Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NbGwsFSpU4KWXXrIK+AHeffddwDwVvFSpUtStW5dvvvmGqlWrArBhwwb8/f1TnT7drVs3hgwZwokTJ3jkkUcYNWoUfn5+hIWFWYLE5s2bU6pUKSZOnEhSUhJdunRJta/Tp0/nyy+/ZPr06Vy4cIGSJUvSokUL+vfvbwkWe/XqRUxMDKNHjyY6OpratWsTGhqa7ZFXPz8/oqOj6dSpE97e3sydO9cyrT+jc82YMYMpU6bwn//8h+LFi9OtW7dU+9axY0d++OEHnn/+eX7++WcmTZrE+PHjCQ4OxmAw8NRTTzFy5MhU2+fh4UHt2rXZt2+fVYD+xx9/0Lt3b6u8LVq04IsvvmDw4MGYTCbeeecd4uPjeeqpp1i4cKHl85sxYwYjR46kY8eOVK1alc6dO1st9telSxc6depE//790/y9JW+h5uzszIMPPkjLli3p27dvmlPsMxITE8OJEycsaxyIiIhkl8GUWw9viYiI2LEDBw4QFRVFmzZt8rspgDlQ3bVrF0uWLMnvpqTr22+/ZenSpSxevDjHdV25coWjR4/StGlTy7Evv/ySbdu2WRYk/Pnnnzl48CB9+vTJ8fkya+XKlaxfv54FCxbct3OKiIh90jPoIiIimVCrVi2bCc4Lkueee47Lly9z4sSJXKmvb9++hIWFce7cOXbt2sXChQutnh0PDQ2lZcuWuXKuzFq6dOl9vSEgIiL2SwG6iIiI5BknJydGjRrFjBkzclxXqVKlmDZtGt988w3t2rVj+PDh9OzZk+7du1vyTJs2LUersWfVf//7XypUqECjRo3u2zlFRMR+aYq7iIiIiIiIiA3QCLqIiIiIiIiIDVCALiIiIiIiImIDFKCLiIiIiIiI2AAF6CIiIiIiIiI2QAG6iIiIiIiIiA1QgC4iIiIiIiJiAxSgi4iIiIiIiNgABegiIiIiIiIiNkABuoiIiIiIiIgNUIAuIiIiIiIiYgMUoIuIiIiIiIjYAAXoIiIiIiIiIjZAAbqIiIiIiIiIDVCALiIiIiIiImIDFKCLiIiIiIiI2AAF6CIiIiIiIiI2QAG6iIiIiIiIiA1QgC5SQFWvXp0OHTrQsWNHXnjhBdq2bUvnzp05dOhQtuscPnw4u3btSnH80KFDtGrVKtv1/vXXX9SpUyfb5UVERAqav/76C19fXzp27Gj59/zzz7NixYos1xUUFMTGjRuzVGbGjBl89NFHqab17t2bkydPsmfPHvz9/QH47LPPWLNmDQAzZ85k8+bNmT5XRn1dtWoVb7zxRob1jBgxgsOHD2f6vCL2yCm/GyAi2bdw4UJKlixpeT9v3jzGjRvH0qVLs1Xf+PHjc6tpIiIihV6RIkX49ttvLe+joqLw9/fHz8+PRx99NN/a9Z///AeAK1euWI698847ltd79uzhoYceylKd6fU1s3bt2kXXrl2zdF4Re6MAXcROJCYmcuHCBYoXL245Nnv2bDZt2oTRaKRChQqMHj0aLy8vNm3axOzZszEYDDg6OjJkyBAaNGhAUFAQPXr0oF27dixevJiFCxfi7u7OI488YqlzxowZXLt2jVGjRqV4v3//fj755BPi4+O5dOkSTz31FBMmTLBq56lTpxg+fDjx8fGYTCa6dOlCjx497s8vSUREJB95eXnh7e3NmTNnOHr0KCtWrODWrVu4u7sTGhrKrFmz2LBhA46Ojvj4+DBy5EjKlCkDwI8//sjcuXO5ffs2HTp0oG/fvgDMmTOHLVu2cPv2bW7dusXQoUNp3bo1YL7m9ujRgxs3buDr68vo0aNxd3enVatWfPbZZ1ZtGzZsGA8//DBFihTh8OHDTJo0ifj4eMaOHcuyZcvw8fEBoFevXvTs2ZNnnnkm0329299//82YMWM4d+4cJpOJF154gddff51PP/2UixcvMmjQICZNmkStWrVy41cuUuBoirtIAfbKK6/QoUMHmjRpQtu2bQEICQkBYM2aNZw4cYLly5fz7bff0rx5c0aMGAHApEmTGD16NKtWreKdd95hz549VvUeO3aMmTNnsmjRIlauXImzs3Om2vP111/z9ttvs3z5cjZs2MDWrVtTTFWbN28erVq1YtWqVcydO5e9e/diNBpz+qsQERGxeb/99huRkZGW4PPkyZOEhoYSGhrKypUr2b59OytWrGDdunU8/PDDDBs2zFI2NjaWZcuWsWzZMtauXcu2bds4d+4cu3btIjQ0lHXr1jFgwACmT59uKRMZGcmMGTNYt24dJpOJ2bNnZ9jGHj164Ofnx5AhQ3j++ed54YUXWL58uaW+M2fO0LJlyyz3NdmgQYNo2LAh69atY8mSJaxdu5YNGzYwYMAAypYty+TJkxWcS6GmEXSRAix5ivuRI0fo06cPDRs2pFSpUgD89NNPHDp0iM6dOwNgNBq5desWAM899xz9+vWjefPmNG7cmN69e1vVu3v3bho3bmy5a9+1a1d27NiRYXsmTpxIeHg4c+bM4fTp09y5c4e4uDg8PT0teVq3bs3QoUM5ePAgjRo1YsSIETg46F6hiIjYn9u3b9OxY0cAkpKSKFGiBJ988gnlypUDzOvJuLu7AxAeHs6LL75I0aJFAXj55ZeZM2cO8fHxAHTp0gUnJyfc3d1p27Ytu3btonnz5kyaNIl169YRERHBgQMHiI2NtZy/devWlkfhOnfuzKRJk7Lch+7du9OzZ08GDBjA0qVL6dKlC46OjlnuK0BcXBy//vor8+fPB8DDw4MXX3yR8PBwnnvuuSy3TcQeKUAXsQOPP/4477//PsOGDcPX15eKFStiNBp5/fXX6d69OwDx8fHcuHEDgAEDBtC5c2d27tzJqlWrmD9/fopFa0wmk+X13Rdig8FglZaQkGB53bNnT6pXr07Tpk159tlnOXDggFVegJYtW/LDDz+wa9cudu/ezaxZs1i1ahUPPvhg7v1CREREbMC9z2XfKzkYB/ONdIPBYPU+MTHR8v7ua7HJZMLJyYkjR47w1ltv0atXLxo3bkyDBg348MMPUy1jNBpxcsr6V38fHx+qV6/Oli1bWL9+PcuWLUs1X0Z9TW7Dvd8L7u2nSGGnYSsRO+Hv70/NmjUtU9ybNGnCihUriImJAcyrsw4ZMoTExERatWrFrVu36NatG6NHj+b48eOWO/QAjRs3ZufOnfz9998ArF692pJWokQJjhw5gslkIiYmhp9++gmAmzdvcujQIQYNGkSbNm34+++/iYyMTDF9feDAgXz33Xc899xzlmfhIiMj8/R3IyIiYuuaNm3KypUriYuLAyA0NJQGDRrg4uICmB9dM5lM3Lhxg++//56mTZvyyy+/4Ofnx6uvvsoTTzzBli1bSEpKstS5detWbty4QVJSEsuWLaNZs2aZaoujo6NV0Ny9e3cmTZpEzZo18fLyynYf3d3dqVWrFmFhYQBER0ezZs0annrqqVTPK1IYaQRdxI6MHDmS559/nu3btxMQEEBUVBQvvfQSBoOBcuXKMXHiRJycnPjggw8YNGgQTk5OGAwGJkyYYPkCAOYpd4MHD+aVV17Bzc2NmjVrWtKS62/Tpg1eXl488cQTmEwmihUrRp8+fejUqRNFixbFy8uLunXrEhERQaVKlSzl33rrLYYPH87SpUtxdHTkmWeeoUGDBvf19yQiImJrunTpwoULFwgICMBoNOLt7c3kyZMt6cnTwW/fvk3Pnj158skneeihh9i0aRPPPvssRqORli1bcuPGDcvN+WrVqvHGG29w8+ZN6tWrR58+fTLVllatWjF16lQSEhLo1KkTLVu2ZMSIEQQGBua4n5MnT+ajjz5i1apVxMfH06FDB1588UXAPCV/8ODBjBkzhiZNmuT4XCIFkcF07zwTERERERGRf/z222+MGDGC9evXW03DF5HcpxF0ERERERFJ1dChQ/nf//7Hp59+quBc5D7QCLqIiIiIiIiIDdAicSIiIiIiIiI2QAG6iIiIiIiIiA1QgC4iIiIiIiJiA2w+QP/jjz/yuwk5dubMmfxuwn1RWPoJhaev6qf9KSx9LSz9LOhSu8bb82envhU89tovUN8KKvWt4Mlqv2w+QE9MTMzvJuTYrVu38rsJ90Vh6ScUnr6qn/ansPS1sPSzoEvtGm/Pn536VvDYa79AfSuo1LeCJ6v9svkAXURERERERKQwUIAuIiIiIiIiYgMUoIuIiIiIiIjYAAXoIiIiIiIiIjZAAbqIiIiIiIiIDVCALiIiIiIiInKPsDCoUgUcHMw/w8Ly/pxOeX8KERERERERkYIjLAz69IG4OPP7iAjze4AePfLuvBpBF7lP9kVcpcqwDZyIis7vpoiIiIiISDqGD/83OE8WF2c+npcUoIvcJxsO/g1A+IlL+dwSERERERFJT2Rk1o7nFgXoIiIiIiIiInepXDlrx3OLAnQRERERERGRu4wfD0WLWh8rWtR8PC8pQBcRERERERG5S48eMHcueHuDwWD+OXdu3i4QBwrQRURExIbt2bOH6tWr891331kd79ChA8OGDcunVuVMREQE3bp1o3v37owePRqj0WiVbjQaGTVqFF27diUoKIiIiIhMlRMRkdzVowecOQNGo/lnXgfnYEcB+uHDhwkODqZbt24EBgby6aefEh8fn2reuXPn0qtXL4KDg3nttdc4fPgwAMePH+eXX35J9zyLFi3KtTbv37+fgIAAAgMDmTlzZor027dv079/f7p3707v3r25evVqpsqJiIjYk6pVq7J+/XrL++PHj3Pr1q18bFHOhISE8O6777J48WJMJhNbtmyxSt+8eTPx8fEsXbqUgQMHMnHixEyVExGRgs8uAvS///6bwYMHM3LkSJYsWcKSJUtwdnYmJCQkRd6TJ0+ydetWFixYwPz58xk0aBAffPABAJs2beLkyZPpnmv27Nm51u7Ro0czZcoUlixZwoEDBzhy5IhV+pIlS3jkkUdYvHgxL7zwAp9//nmmyomIiNiTRx99lAsXLnDz5k0A1q5dS4cOHSzp33//PV27dqVbt25MnjwZMH83ePPNN3n11Vfp1KkTmzdvBswj72PHjqVnz54EBQURHW3e+jI4ODjNG/u57ciRIzzxxBMANGvWjF27dlml79u3j6ZNmwJQu3Zty0BCRuVERKTgs4sAfc2aNQQEBODj4wOAwWDg//7v/9i2bRu3b9+2yluyZEnOnz/PihUriIqKwtfX1/J69erVfPXVVxw8eJCNGzcSFBRk+Xf16lVmz57NjRs3GDNmDNevX6dfv37ZbnNMTAzx8fFUrlwZg8FAkyZN2L17t1Weuy/QzZo1Y/fu3ZkqJyIiYm9at27Njz/+iMlk4uDBg9SpUweA69evM2PGDL766iuWLFlCVFQUO3fu5PTp07z66qssWLCAkSNHEhYWBkBsbCzPPfccixYtomzZsoSHhwMwf/58XFxc7ktfTCYTBoMBADc3N8tNgmQxMTG4u7tb3js6OpKYmJhhORERKfjsIkA/f/48lSpVsjpmMBgoXbo0ly5Z7zldsmRJZs+eza+//krXrl1p164dP/30E15eXnTq1IlevXpRs2ZNzpw5w9y5cwkNDcXHx4cdO3bQt29fihcvzpgxY/D09MzR9PJ7L75pXaA9PDys0jNTTkRExN506NCB7777jl9++YX69etbjkdGRnL16lX69OlDUFAQp06d4uzZs5QpU4alS5cyePBgvvnmGxITEy1lHnvsMQDKlSvHnTt37ntfHBz+/foVGxtLsWLFrNLd3d2JjY21vDcajTg5OWVYTkRECj6n/G5Abihfvjxnz561OmY0Gjl//jyenp4EBQUB8NRTT9G+fXvc3d0t098PHTpEnz59aNiwoVX5UqVKMXToUNzc3Dh9+jS1a9fO1Tbfe/HN6AKdnJ6ZciIiIvamUqVKxMXFERoaynvvvWe57lesWJFy5coxf/58nJ2dWbVqFb6+vnz22WcEBATQvHlzVq5cyerVqy11JY9C55fHHnuMPXv20LBhQ8LDw3nyySet0uvWrctPP/1E+/bt2b9/P4888kimyomISMFnFyPoHTt2ZPny5Zw5c4abN28SHBzM8OHDadmyJR4eHoSGhhIaGkrfvn05fvw4Y8aMsdwx9/HxwcPDA0dHRwwGA0ajkejoaKZPn86nnxV9NJMAACAASURBVH7KuHHjcHV1xWQyAVh+5pS7uzvOzs5ERkZiMpnYsWOH1YgAmC/Q27ZtAyA8PJx69eplqpyIiIg9at++PRcuXLA80gbmmXG9evUiKCiIgIAAwsPDqVKlCu3atWP8+PF0796dXbt2ce3atXTrvp/PoA8dOpQZM2bQtWtXEhISaNu2LQBDhgzh/PnztG7dGhcXFwIDAwkJCeH9999Pt5yIiNgPuxhBL1euHJ988gljx44lNjaW27dv4+DgQOnSpbl+/Tqenp6WvG3atOHUqVMEBARQtGhRTCYTQ4YMwcPDAz8/PyZNmkS1atWoW7cunTp1omjRohQrVoyLFy8CUK1aNQYNGsSIESMYMWJEjqa5f/jhhwwaNIikpCSaNGlCrVq1APOXhDlz5tCtWzeGDh1Kt27dcHZ2ZsqUKemWE9uWzwM2IiIFUsOGDS2z3JLXhQHz2izNmjUDzDfqO3bsaFXO398ff3//FPVt3brV8nrQoEGW1/Pnz8/1tqfFx8cn1V1hJk2aZHn90UcfZbqciIjYD7sI0AH8/PyYN2+e1bHff/8dZ2fnFHn79u1L3759Uxxv0aIFLVq0AEhz2lhoaKjldU63OKtduzbLli1LcfzuLwnTp0/PdDkREREREREpuOwmQE/No48+mt9NEBEREREREckUu3gGXURERERERCQ9YWFQpQo4OJh//rMDp02xuxH0uXPn8vXXX7NlyxZcXV0ZNmwYR44cwdPTk8TEREqUKMH7779PpUqVWLVqFdOnT7faoq1Xr148/fTTed7OiIgIhg0bhsFg4OGHH2b06NFW26cYjUbGjBnD8ePHcXFxYdy4cXh7e2dYTkRExN7MnTuXXbt24eDggMFgYMCAAfj5+aV7jbdly5Yt45tvvsHJyYm+ffvSsmVLq/T0rvVXr14lMDCQdevW4erqmh/NFxEpkMLCoE8fiIszv4+IML8H6NEj/9p1L7uL7NatW0f79u3ZsGGD5djgwYMJDQ1lyZIlBAcH8+6771rS/P39Lau8h4aG3pfgHCAkJIR3332XxYsXYzKZ2LJli1X65s2biY+PZ+nSpQwcOJCJEydmqpzYrlzaAEDyWY3RPzDhu2P53QyRQuPkyZNs3bqVBQsWMH/+fAYNGsQHH3xgSU/vGm+LLl26RGhoKN988w3z5s1j6tSpKVaPT+tav337doKDg7l8+XJ+NF1EpEAbPvzf4DxZXJz5uC2xqwB9z549VK5cmcDAQMLSmK9Qv359nJ2diYiISLOekydPMmbMmDxqpdmRI0d44oknAPNKtLt27bJK37dvH02bNgXMi8IdPnw4U+VEJG9F30lkbvjp/G6GSKFRsmRJzp8/z4oVK4iKisLX15cVK1akmvfua/zu3btzvJhrXjh48CB16tTBxcUFDw8PKleuzO+//26VJ61rvYODAwsWLLDanUZERDInMjJrx/OLXU1xX758OQEBAVStWhUXFxcOHDiQar5SpUpZ9kNdv369JV+JEiWYPn06Dz30UJ4H6CaTCcM/+265ubkRHR1tlR4TE4O7u7vlvaOjI4mJiRmWExERsSclS5Zk9uzZLFq0iFmzZlGkSBEGDBiQ5h7gydf4Ro0a0ahRo/vc2ozFxMTg4eFhee/m5kZMTIxVnrSu9Y0bN75/DRURsTOVK5untad23JbYTYB+48YNwsPDuXr1KqGhocTExLBo0SIcHR1T5D1//jwPPvggp0+fxt/f32of1Pvl7ufGY2NjKVasmFW6u7s7sbGxlvdGoxEnJ6cMy4mIiNiTiIgI3N3dCQkJAeDQoUP06dPHsjf6vZKv8bbq3ut7bGysVcAOGX9HEBGRrBs/3voZdICiRc3HbYndTHFfu3YtnTt3Zv78+cybN49ly5axc+dOrl69apVv586dFClSJN8v3o899hh79uwBIDw8nPr161ul161bl/DwcAD279/PI488kqlyIiIi9uT48eOMGTOGO3fuAODj44OHh0eqN+Bt5Rqfnpo1a7Jv3z7u3LlDdHQ0p06dslzjk+laLyKS+3r0gLlzwdsbDAbzz7lzbWuBOLCjEfTly5czadIky/sHHniANm3asGLFCi5cuMB//vMfHBwccHNzY9q0aenWdfLkSRYtWpSn09yHDh3KyJEjmTp1KlWrVrVM1RsyZAjvvvsurVu3ZufOnQQGBmIymZgwYUK65UREROxRmzZtOHXqFAEBARQtWhSTycSQIUMso86ffPJJqtf43bt3s2/fPvr165efzU+hTJkyBAUF0b17d0wmEwMGDMDV1dXqu4eu9SIieaNHD9sLyO9lMJlse23pY8eO4evrm9/NyBF76ENmFJZ+Qvb6+tG6o8zf+ScjnvPl9aZV86hluauwfKZZ6WeVYeYdIs5MfC4vm5Rn9JmKLUntc7Lnz059K3jstV+gvhVU6lvBk9V+ZWuKu9FoZNSoUXTt2pWgoKBUV0S/desWgYGBnDp1KtNlROzZP+v9iIjYPF3nRUSkoAoLgypVwMHB/DONzb1sVrYC9LT26E526NAhevTowdmzZzNdRkRERGyDrvMiIlIQhYWZF4KLiACTyfyzT5+CFaRnK0BPa4/uZPHx8cyaNYuqVatmuoyIPYtPNBJxJS7jjCIiNsDWrvNz586lV69eBAcH89prr1nqDgoKsozgFyT79+8nICCAwMDAVPdqv337Nv3796d79+707t3bsuBtRuVERAq74cOtV2kH8/vhw/OnPdmRrUXi0tqj28nJXF29evWyXCYtd+7c4dixY9lpps24fft2ge9DZhSWfkLW+/rZrkts/sO8j21UVBTHjt3Jq6blqsLymWannwX196LPtGDJr2fx7td1PrVr/L2f3dmzZ1m/fj0TJ07EYDBw+vRpBg4cyLRp04iNjeX06dPEx8dnu6/3U3Lfhg4dytChQ3nwwQcZO3YsVapUoVq1apZ83377LSVKlOCtt95i+/btjB8/ntdffz3DcvnJXv6bu5e99gvUt4JKfUtfZOSjQMrnSiMjTRw79nuO6s6utPqV1jU+WwF6Wnt053YZAFdX1wK/WIC9Lnhwr8LST8h6Xw+vvWB57eXlha+vFomzJVnr52kg/wKnnNJnKplxv67zqV3j7/3svLy8uH79OkeOHKFZs2b4+vrSunVrXFxccHNzo2rVqkRERLBgwQJmzZrFhQsXGDduHACenp5MmDCBoUOH0rdvX2rUqEHbtm0ZNGgQrVu3Jjg4mJCQEBYuXEi7du2oWbNmpn9H2XHs2DEqVaqEg4MDrVq1AqBdu3b8/fff+Pv7W/LNmjWL119/HV9fXypWrEhgYGCmyuUne/1vzl77BepbQaW+pa9yZfO09pTHDfn2e7svi8SltUd3bpcRERGR+8+WrvMlS5Zk9uzZ/Prrr3Tt2pV27drx008/WdJ//PFHwsLC+OKLLyhWrBgjR45k9OjRhIaG0qxZM7788kvatGlDeHg4Z8+exdXVlZ07dxIdHc2dO3fw8vJiyJAheR6cJ7t3poGbmxvR0dEp8iRvI5ecnplyIiKF3fjxULSo9bGiRc3HC4psjaCntkf3unXriIuLo2vXrpkuIyIiIrbHlq7zERERuLu7ExISApgXqOvTpw8NGzYEzPudx8TEWEbrT506xYcffghAQkICPj4+BAcH89Zbb1GiRAl69+7NggULCA8Pp2XLlrnSxowsWrSIH374gdjYWGbMmGE10yA2NpZixYpZ5b97NkJy+r0zFFIrJyJS2CXvcT58OERGmkfUx4+3/b3P75atAN3BwYGPPvrI6lhqz0CFhoamW0ZERERsjy1d548fP86SJUuYM2cOrq6u+Pj44OHhgaOjIwCjRo1i7dq1TJ8+nUGDBuHj48PHH39M+fLl2bdvH5cuXaJ48eIUKVKE77//nhkzZvDDDz+wcOFCJk+enOvtTU3Pnj3p2bMnx44do0KFCjg7OxMZGUmlSpXYsWMH/fr1s8pft25dtm3bRs2aNQkPD6devXq4u7tnWE5EpLAJC0s9GC9IAfm9shWgi4iIiNwPbdq04dSpUwQEBFC0aFFMJhNDhgyxTAEH+L//+z8CAgJo0aIFY8aMYejQoSQlJQEw/p95jU8//TSrVq3C09OTJk2asHjxYipXrgzApEmT7ssz6Mk+/PBDBg0aRFJSEk2aNKFWrVoABAcHM2fOHLp168bQoUPp1q0bzs7OTJkyJd1yIiKFUfKWasmrtidvqQYK0EVERETyTN++fenbt2+K43eP4H/77bepHk/WvXt3unfvDkBgYCCBgYGWtCFDhuRmczNUu3Ztli1bluL4/PnzLa+nT5+e6XIiIoVReluqFeQAPVuLxImIFHZ7z1zN7yaIiIiIFFqRkVk7XlAoQBcRyYa/rt3K7yaIiIiIFFr/PKWU6eMFhQJ0kfvAZMrvFoiIiIiIFGxhYVClCjg4QEwMuLhYpxe0LdVSowBdRCQbTOiui8j9sGfPHgYMGGB5v3HjRvz9/Tl//nymyh8/fpxffvklS+e8dOkSY8aMyVKZrJo5cyZdunQhMDCQgwcPpkjfv38/AQEBBAYGMnPmzEyXExGxV8mLwkVEmAe/rlwx/yxVCgwG8PaGuXML9vPnoEXiRPLNthOXOHL+Bm+1eCi/myIiUiBs2LCBefPm8dVXX1G6dOlMldm0aROlS5emQYMGmT5PmTJl8jRAP3LkCP/73/9Yvnw5Fy5coH///qxcudIqz+jRo5kxYwaVKlWiT58+HDlyBCDDciIi9iq1ReESEsDdHS5fzp825QUF6CL3gcGQ8tgr8/8HoAC9gNJjCyL315o1a1i0aBELFiygePHiAAQFBTFmzBiqVavGkiVLuHz5Mp06daJv3754enrSsGFDVq9ejbOzM48//jjR0dFMmzYNV1dXPD09mTBhAomJibz77ruYTCYSEhL48MMPcXNz47333mPZsmV8+umn/PzzzxiNRp577jl69erFunXriIuLo2vXrtnqy759+2jSpAkGg4Hy5cuTlJTE1atXKVmyJAAxMTHEx8dbtoFr0qQJu3fvxsXFJd1yIiL2zF4XhbuXAnQRERGxaXv37iUqKoobN25Y9jdPz6VLl1i5ciUuLi6YTCZKly5NjRo1ePrpp1myZAleXl4sXLiQ2bNn07BhQzw8PJgyZQonT54kJiYGNzc3S13JNwa8vLxYtWoVAB06dMhRf2JiYvD09LS8d3NzIzo62ipAd3d3t0o/e/as5cZCWuVEROxZ5crm6e2pHbcnegZdREREbFqZMmVYsGABr7zyCoMHD8ZoNKbIY7prWkvFihVxuWfloGvXruHu7o6XlxcADRo04I8//qBZs2Y0aNCAt956i+nTp+PgYP3VaOrUqUydOpXXXnuNmzdv5kp/3N3diY2NtbyPjY3Fw8Mj3fRixYplWE5ExJ6NH29eBO5u9rAo3L0UoIuIZIOmuIvcP97e3ri6utKzZ0+cnZ2ZPXs2AC4uLly6dAmAo0ePWvLfHWQbDAaMRiMlSpQgJiaGixcvAuZnuatUqcKePXsoW7Ys8+fPp2/fvkydOtVSNj4+no0bNzJ16lQWLlzI6tWrOXfuXI77U7duXXbs2IHRaOT8+fMYjUarUXB3d3ecnZ2JjIzEZDKxY8cO6tevn2E5ERF7lLxye1AQPPCA/S0Kdy9NcRcREZECY8KECbzwwgvUq1ePl19+mY8++ohy5cpRtmzZVPP7+fkxadIkqlWrxrhx4+jfvz8Gg4HixYsTEhKCwWBgwIABLFy4EAcHB/7v//7PUtbFxYXixYvTsWNHihcvTuPGjSlfvnyOn0H38/Ojfv36dO3aFaPRyKhRowDYvXs3+/bto1+/fnz44YcMGjSIpKQkmjRpQq1atQBSLSciYm/CwsyLwkVEmIPx5IGRK1fMo+ahofYXmCdTgC6Sz05ERfOIl6YoFjSpLfwnIrmvYcOGNGzY0PK+ZMmShIeHW943b948RZlly5ZZXrdo0YIWLVpY3j/11FMp8n/11Vdp1tGvXz/69etnlZbTZ9AB+vfvT//+/a2ONWrUiEaNGgFQu3Ztq36kV05EpKALC4PBg6tx4YJ1QA4pZy3GxZmDd3sN0DXFXSSXHDl/gxu3ElJNS+9/Mv0X/5aHrZK8oinuIiIiIjkTFgalS0PPnnDhgnntkMx8x7K3ldvvpgBdJJc8N30H3eb+bHUsbE8Edcf+mCfni4tPJPZOYp7ULSIiIiKSl956y/xc+ZUrWS9rbyu3301T3EVy0dEL1iv8Dl99OMMyJrI3FFvnox+5k2jkzMTnslVeckYD6CIiIiLZExYGc+Zkb0aiPa7cfjeNoIsUUHcSU24zJCIiIiJi64YPz1pwnrz2j72u3H43jaCLiIiIiIjIfREWZl6dPbNKlYLPPrPvoPxuGkEXEckGk1aJExEREcmS5OfO0+PwT4Tq7Q2LFsHly4UnOAeNoIvk2E/HL3L++q38boaIiIiIiM3K+LlzE337Gvj88/vZKtujAF0kh15d8EuW8t+7f7YGYgs+k8nEkBUHealBJRpUKZnfzRERERGxKWFh8Mor6X/vnTTpPIMHV7h/jbJRmuIuIpJD8UlGlu/7ix7/2ZPfTRERERGxKWFh0KcPJCWlncfbG/z9b6adoRBRgC4ikkvik7SyvoiIiAiYA/PSpaFnT4iLSzufwWDf26ZllQJ0EZEcMvDvcwtGo55ZEBERkcLtrbfMgfmVK+nnMxjgzTcL1yJwGVGALnKf6Zlz+/Br5DXL67vXFbh3jQERERGRwuStt2D27IzzOTpCaCiFflG4eylAFxHJhiX/O2t5rZhcREREJPPBOcDChRo5T40CdBGRbPrp94v53QQRERGRfBcWBu7umQ/OS5VScJ4WBegi+Uwz3guu/WevA/oMRUREpPBKft48NjZz+V1c4LPP8rZNBZkCdLF7txOS6PrFbo6et82tG/66lnJZS5PJRJIWG7N5jg6a3C4iIiKFV1amtIN55Hz+fI2ep0cButi9/Wevs+fPq4xZdyS/m5Kq2wkpt+Za/L9Iqn3wHVE3b+dDiySzFKCLiIhIYZWV4LxvX/NCyZcvKzjPiAJ0sXsFcdX0Nb+dAyDiSjqbRt5lzrZTVBm2gVvxSXnZLLlHagF6Qfx7E/tjNKa88SciIpJbwsKyFpxrpfbMU4Auds/0zxPC9jzWOX/HnwDcuJWQzy2xb6Z7om9H7akmNuT7779nw4YNrF69msaNGzNv3rz8bpKIiNiZ5MXgevbMXH4F51nnlJ1CRqORMWPGcPz4cVxcXBg3bhze3t6W9K1btzJr1iycnJzo3LkzL730EgAvvPACHh4eAFSsWJGQkJBc6IJI5thzLJUcNtpzH22Rg6a4iw2ZP38+c+fO5b333mPbtm0EBwfz2muvZasuXedFRORuWX3W3GAw73Gu6exZl60AffPmzcTHx7N06VL279/PxIkTmf3PJ5aQkEBISAgrVqzggQceoFu3brRs2ZJixYoBEBoamnutF8mMAjjl+Jcz17JVTuFi3rp3+vrY9UdpX+NBSrm55k+D0nDjVgJODgbcXLP1v3gpoFxdzX+Hbm5uuLi4EJvZ5XRToeu8iIiAecT8lVcgKQtPUTo62ske51evwr598MsvUL489Op1X06brW9v+/bto2nTpgDUrl2bw4cPW9JOnTpF5cqVKV68OAD16tVj7969lC9fnlu3bhEcHExiYiLvvfcetWvXzoUuiKQvOaa6HBNPzJ1E3G00aBm28iB/XbvFotcbZrmsnnvOP6cvxdpcgF7rw024uThy5KN2+d0UuY8qVqxI586dGTlyJDNnzqRmzZrZrkvXeRGRwi0sDIKDIT4+a+UMhgIanMfEwK+/moPxvXvNP0+d+jc9IMC2A/SYmBjc3d0t7x0dHUlMTMTJyYmYmBjL9DYw38mPiYmhSJEivPbaawQEBHDmzBl69+7Nxo0bcXKyzWBJ7EfywmknL8bQ/rPthA9pmc8tSt03v5zNcR0h3/9OyIs1WHvgPAH1KmLQnPdcVZDug8RqwcBCZ+LEicTGxuLm5oafnx9lypTJdl26zouIFF7PPANbtmSvbIGY1n77Nhw48G8g/ssvcOzYvyNelStD/frw+uvQoAHUrQslSty35mXrqunu7m41dc5oNFouwPemxcbG4uHhgY+PD97e3hgMBnx8fPD09OTSpUuUK1cu3XPduXOHY8eOZaeZNuP27dsFvg+ZYav9HLI8wvI68mpcrrQxvb5mVH/UxSiOHbuTZpm7X0dEnMHjdlS69e09cITLMeb6Vv92jsRb0az7/SZ3rl+kfoWi6ZbNiK1+prkts/2MuJ7yNnJEZCQety9a3h89dsxmtl9LrU/6TAsWX1/fTOf9448/GD16NNHR0XTo0IGHH36Yli2zd0Pyfl3nU7vG28tnlxr1reCx136B+lZQ5XXfWrSoxsWLzmT9wUkTgYHXqFs3iuw2L0/6lpiI68mTPHD4MEWS/504gSEx0ZxcqhS3/Py43bIlt/38uPX44ySVLm1dx99/m/9lU1r9Susan60AvW7duvz000+0b9+e/fv388gjj1jSqlWrRkREBNevX6do0aLs3buX1157jRUrVnDixAnGjBlDVFQUMTExmbq77+rqmqUvKLbo2LFjBb4PmWGr/bx667TV+9xoo3Vf06vfOg3Aq6wXvr5VrdJ2XPp3irS5vDnN27sKvj4l02iFOc8XB25ZHU1yLgrcpGTZ8vj6/vvFOPZOIuEnLvFsjfRvit3NVj/T3JbZfnYZtTHFMe/KlXm0SknAvJK+r69vtgP0zUejqFmpOGU9imSr/L9OW9pyL32m9mvcuHGEhIQwYsQIunTpwuuvv57tAP1+XedTu8bb82envhU89tovUN8KqrzqW05Gzd3dYc4cAz16lATS+t6asRz3zWiEEyesR8b374db/3xXLl7cPDL+/PPmkfH69XGqVAkPgwGP9GvOkaz2K1sBeuvWrdm5cyeBgYGYTCYmTJjAunXriIuLo2vXrgwbNozXXnsNk8lE586d8fLyokuXLrz//vt069YNg8HAhAkTNO1NCq3JPxy3ej/+u+zfLTx37VbGmYAPVh/i2/3n+e7tpjxWvli2z1eYpTZtPLee/09IMvL613t5qKw7m99rnjuVSqGTPIJdsmRJ3Nzcsl2PrvMiIoVDVldnv1u+bqFmMkFEhPUz4/v2wc2b5vSiRc1T09980xyUN2gA1aqBg+3vMp6tK6eDgwMfffSR1bFq1apZXrdq1YpWrVpZpbu4uDBlypTsnE7ErizY+Sfnb9zOVN6Fu87wRJoj6KlLK2D8659APi4+MUv1Sfo+WH2IgW0eyThjBoz/fHARV7K/8rYUbsWLF+ebb77h1q1bbNiwwbKqenboOi8iYv8efxyOHs16uaefhs2bc7896bpwwXpkfO9euHzZnObsDLVqmR9+b9DA/O/RR6GA3iQumK2WQu3439HExSdSp/L9W6whN2U2OAfYcOgCs7JY/8Vo8/Po964PZ9JS73ki8moc73yzP8f1GLRJnuTQhAkTmDNnDiVKlODw4cOMHz8+v5skIiI2KLvT2YsUgS+/vA+LwF29ag7A7w7Iz50zpzk4mO8sPP/8vyPjNWqAq23tqJMTCtClwGk7LRyAMxOfy5P6/7oWR7EHnClWxDnV9JMXo/nfX3Hcr0ebrsTcoYizY6b3tN4Xkfoe6snhuRZ2LzyMRhMONrJgneS9mzdv0r17d8v7uLg4PD0987FFIiJiS8LCoGfPrJfL033N79rerPyWLeZnyO/e3uzhh6F5c8sz49SpAzl4hKsgUIAuhdrhczco4+GKV7F/F+Vq8vFPeJcqyrbBqS+u9MxU8w2CV1rfn1HpeuM2U8HzAXYOa5VxZsmRuPhEPv3xBAPbVKeIs2N+NyfHlvwSSY+G3iQkGfnu0AWer1U+v5uU656csIWHvdwJfa1hfjcl3w0YMACDwYDRaOSvv/7C29ubJUuW5HezREQkn4WFQVBQ9tbNKV/+38HrHMtge7Oi5crBU0/9u71ZvXpQCG80K0CXQs1/xg6cHQ38Mb691fGIK3GZKn/sQnSut+lqbMqtvM5dNz8/Pm/Hn4xdf5TDH7bN9fMKzNl2mv9s/5PS7q680bxaxgVSYb5pk/VRa1Me7LJ+6Z/HHWb9dJJpm//AycGBqqlPDCmw/r55m79vZv6xEXu2dOlSy+ubN28yatSofGyNiIjYgpyszp6jReASEswPuN/9zPjBg/DP9maULWsOwl96yTI6fvLKFbtdfT8rFKBLoZeQlHZg1GHGDhwcDHz7f41TTTfmwQh63bE/ppn29e4zAFyO/ncf9YQkY6p5026bpjynZfqWPwBINGb/c70aG0/ZYtnfJi0vJmVE3TT/vVy/FQ92FqBL6jw8PIiMjMzvZoiISD7JSWCe5UXgkrc3u3tF9d9+M4+Yg3kUvH59GDTo30XcKlZM+dzllSvZa7CdUYB+j8QkI1/tOkNQI29cnQr+FFfJmUPnbqSZ9uqC/93Hlpgl7699dwCZlEZEd+/h3yKvA/Dj0SjqeRfMBfYKgicmbMnW+ghaw09yqmvXrhgMBkwmE1evXqVRo0b53SQREbmPcjKVPVmGo+Z3b2+WHJCntr1Z377/Pjf+0ENaBCkLFKDfY8n/Ihm34Ri3E5Lo1+rh/G6O2Ihnpm6j2cNlGNXhMcuxn45fSjXvtdh4Sri5MHZ9NvatyIDTPwF6UiZGeMesPYJfheJM/P4Yozs8bjm+98zVXG+XvQk/cYn/a/lQvpw70Wji3PVbVPB8IMd1aWX4wmXq1KmW166urpQuXTofWyMiIvdLTkbLkzk5wVdfpbIQ3IUL1iPjd29v5uKScnszX1/zqnKSbQrQ7xFzJwmA6DvaK1r+dfJiDCcvxlgF6GmpM/ZHwl5vyLwdf+Z6Oxz+ufv44bojGea9EhtPy8n/BaCoy7//kYrDXQAAIABJREFUqe9NY5V3+deeP3PnJsapSzGU8XBNc0eAtOyPvJ4rATrAhRu3iE9M/TEIsQ9TpkzBkMbIxHvvvXefWyMiIvdDbgTlcM8K7VevwqZ79hpPbXuz5JFxO9vezFYoQE+LppsWeiHfH0txzJjJZ5P3n72e280BwMnR/CV816nceUbny+2nMRgMvNbEJ1fqK0j2n73OC7N2Ep7Gav05ETh3Nx1rV+D9VYd4uKw7P77XPNfPkRlf7z7Dp5tPWN7/ERVD3WIO+dIWyTtVq1bN7yaIiMh9YN4mrXqu1OVONB91/JUBTffCul9g1C9w+vS/GR555N/tzRo0MG9vVrRorpxb0qcA/R72+HjEncQkkowmq1FUsWY0mpj64wlebVzFcuyLbadT5Jv508lM15fbdp68jKNDKsFVDk41boP5JkRhDNCX7z0LwLY/LlG/eO7W/fPpq/x82jwK/8fFmEyVyYtn0K/csyPA9bh4IPsL2Ilt6tSpEwCJiYkcOnSIxMRETCYTFy9ezOeWiYhIbnj8cfOC6GZZv9Huym1qcYAG/EIDfuFJp71UTzoG35rgW6ByZXMQ3qePeWS8kG5vZisUseWixXsiqf6gh80twNV6ajiRV+OytXBVbom5k8iWY1F0rF0h39pwr0N//bsA3K5TV5j500mOXriZbpmNh//OVN2/5ME08h5f7kn1b+v05dhcP1dhEvZzBPXblkkz/U5iEpei71CxxP27a3zhxi0irsTiXcotV+tds/88b9TSaKu96tevHwkJCVy8eJGkpCTKli2Lv79/fjdLRESyqUIFOH8+a2WcSOBxjlCfvZaAvAaHcMb8+O6NB7wo/nQDqP/v9maULZsHrZfs0lzHXPTB6kN0nr0rv5uRQuTVzO3pnZdGrD7EO9/s5+BfeTP1O6u2/h5Fh5k7LO+n/TMNeOvvuTPiFH4i9QXkcsoxm1M87i313aELVBm2IdPlE5KMrPr1r3/2+LYvv/+d/l72A5cdoMnHP3E7ISlP23H3PujjNhyj+Sf/zZvzpPEZRl6Js+ybfq99EVdp8vFWYrQ2h02LiYlh3rx51KxZk1WrVnHnTuqfp4iI2K5nnjHP6DUYMg7ODRipzu/0JJTP/p+98w6Potr/8Lslm94JKSShhN57EZAmiIBX2gUU8YJe/SkiFgSxdxSwXXvvqChVEVERFATBBAjSO+mE9F42u/v7Y3Zmd7YnpFDmfR4esjNnZs7OTjmf823MZwdXUUwQyfTiQ25nGt+SRzgvqxay7d7VkJpKcFkW/PADPPkkjBuniPOLEMWC7oT3tp0myNdLyuSckldGclrhRWUBvpTIKhLqIJZVNazI8ZTvktJlnz1NnObOwt7g1FMIxnt/nKpV+ze3nOR/v53AW6thfPfo+ulELdl2PIdbPv6bPx8a0ajW7K3mSZsLqY1eV17bfJzXNp/g6LNj8fGqn4yozr7F1cu3Ajj0tFn60zHSCyo4mFHEwDbh9dKPxkBvMLL16HlGd450mkTtckJjzppbUVGBj48Per2+iXukoKCgoOApcjd2R5hoxVmZZbwPewhCMDSU4cdeevMOd5nX9sO7UwKHDqsY3SjfQKG+UAS6C5b/fAwvjYoZ/eMZ97/tlFUbFIFeR8SxscnDgOnzxZV4e2kI9q1d9mtP+PNEbr1l6b5UqKyRT4y4+hVKKvXc/OFuXp7WU1p2vkSYYCmsqHa2WYNzy8dC3fl9qYWNItCveuE3dj48Svr87A/1XzbPGkeG7c92ngWgvNpQfwK9DvMM4n2rvsRE7htbTvL6byf4ZHY/RnS8/C0EY8aM4c0336Rjx45MmzaNgICApu6SgoKCgoILdDpwNpcaRZYkxPuSRF+SiEAob1aFjv304AtmkURfEunHETphRBgr3HUXnHRVy1zhokYR6G5YsvEox86VUlZdd8tvcaWBwvJqQvx09dizSxQPxUH/Jb/h66XhyLNj670LN3+0u9732Vjkl9VNIG88II+ddyXS3thykv3pRby6+TjzeslLfV0OdbVf/Oko7/5xipkD4l22yzR7fYisNCeVa0wKyoW3trGJQwtE54GLWZ/vSSmQ5Wj49WQJ644I+RlySy9vV+8xY8YwceJEpk6dSnOzq+KwYcNo2bJlE/dMQUFBQcEWR+/SMPLowx6ZII9FKG9mQM0huvA9/5Is4wfohh65rhg1CjZvboxvoNDQKALdBkfjz5JKy9TWnV/sYdeZPJKfGOPR/sqra5i+MgVIadIkbU2NKOxqIzMqzDG/KXll+Om0RAQqdRZPepgR3B2OBF9RhZ5Jb+2Qks5ZW0svVB9uO55DZmEFM/q7FsUNjcFo4t1auvc3Fq5OcX0K9LrsSYxbv4j1OUfPFcsE+is7LHkgLr/MCXK++eYb1q9fzx133EGLFi2YNm0aw4Y1TWk/BQUFBQV7rC3lAZTQm72SEO9HIglYKgcdoz2/M1yyjO+jFxU49hyMibGUKVe4fFAEugdYz3RtOuRZFm+RoUu31nNvLk5Oni/hXImeTk7Wi+cwo6DCbp00+HdinhOTZbma4Nh67DybD2fz/KRuHvf5SsZROPXj6w7KMsI7+jWcWVAPZRZRXWOkV7zjCgaie3pTC/S3rcrkNYU1+ER2CV/uSuHJ67ugVnvegczCSsL9vdHUYhtn2Gr9lYmpPLT6gOttzP839DkzmUx8/XcaN/SMwd+7dq+nC3G/NxpNJKUU0L91WJ330ZSEhYUxZ84c5syZwz///MPq1at57bXXGD16NHPnzm3q7ikoKChccYjZ18XyZndItu9EOnIUtfnNepaWJNGX980t9tKbItyVNzMxapRKsZZfxigCvYGxrUOcnFZIVmEF13VrmkRbDcU1r2wD4Gz/7g7Xi2PnRav/YVq/OGm5wWji9s+T2HL0fJ08DNLyy8ktrWLOJ4kAdgJ9x8ncWu/zSsBRJu/v98tThdZGC45/XciI3xheIiYEzxQ/Xe0fXydzLB4ItqdgycYjDre5kPAWW2Z/kkhGYQX/HdqGuDD5bLirDPkT39rB3OEJLBrb0e0xagxGl+utj3Iiu8ROnJ8vrqR5kLxWuqVrnl0UW4+eZ3DbZui0tSsU8tepPB5Ze4B9qQXcP7o9vl4aQv09Cw16YeMR/HQax3lC3JjQP915lmc2HObj2X0Z2TGyVn2+2OjevTtGoxGVSsX69esVga6goKDQSHiphPJm/UjkCbNl3Lq82TkiSaQfK5lOIv1Ioi851C4/yl13wT33HKVTJ2cmMYXLAUWg15FH1h5gSR2stRPf2gE0jpBpCkqraghwYPlyFrs859PEOpckyy+rZugyxx4Kf53K48YPdhHqV/9J5i4HbEuLOSq5plKpyCjWc93iH4k3i0mTCT7ZcYaCcj0PjG5vt01yWiE949zN/F4YS386yvyv97H/yTGUV9cQHezrfiMz65Od1yt5f9tpp+suBrafyGWRk5QMZVU1+HtrefC7/azak+64kYRFrd72WZLd2v5LfuPWwa2ZNaglAd5a+j1vmaL3ZNLm7zP5zPk0kduHtubR8Z3db2CFWMatoLyaq17cglat4uSScR5tW1xZw73fJPOvHjF23jjWySmLyvWcL6mkXWSgtEycuMkolOcdcEdmYQVXvbiFz2/tz9XtI2q1bX2TkZHBunXr2LhxIwkJCUybNo0nn3yySfukoKCgcNliNNJJc0yWUb2YZHwR3iMFhJBEX5azUBLj6cRSl2AxWzf2I47tCQqXEYpA9wBH4vKr3al1EujWVFQbOJBRdMm6Ve5LLaBjVBAZhRa39Wtf3caOxSPt2jrzPrUW5ze8tYP/DmnN9T1iHLb9fn8mr/92QvrsyuJ44we7AEuSLYXasz+9kL1nBA+Q1PxyQJiYEhnRIYL4MD/2pVpq2098awd7Hx9NmIdWz7ogXm/3frOP34/lcOjpa+3coYsqhN/dVRUATzyi+z5Xv/5jlnAOB+vcbYuJt7aeJCrIhyl9YqXlu07nMeP9XXx+a38PxLncc8DZOfh4xxl2nMzl8Qlyge1JqTIxkWFKXrnbts4RjlOX0nZDl22lU3SQw3UHM4q4+aPdFJbrHU6S1nbYJF77X/+d2qQC/eabbyY3N5epU6fy+eefEx5+6ZTCU1BQULjoMZng7FluapdIT0OSVN7siLm8WSn+7KU3bzNXihs/RQIXmrlFiS+/clEEugdYC9D65JG1B1i7L4Pti0ag1ahYtukYL07phre2fsop2VJSqSfQp+4WZaPRxMc7znDTgHg6P/EzANd1jeKng5a4/IzCCooq9HbCyFoUtFr8I4+M68gdVyfI2uxPK+Ser/fh7cQtdv7X+2SfxbhmhYbhdE6Zy/V5pdVMenun3fLez/7KyjsGMqAe6mWn5ZczdNlWVvx3gN26348JkzuVeoNMoBdV6Onx9C+AxVPFaDTxxPcHZdt/uStV+vuJzVkOj1+f2b+/+TtVygy/tw6l4qr0Rpb/fAyAsV2j+H5/JhN7tiDprFAycPeZPI/2I96KGw9kUaV37g5vNJnsktPVZqhRl8Rse1IKhONYHchoNNUqXj+9oIJ0m1wX1QahNxPe+LMOvXKOVD6yibPQzZs3j4EDBzZtJxQUFBQuFzIzISkJEhPZ9JyQyK0ZeXyFvLyZaBm3Lm92oSiZ2BUAahcgeAXgyEB0IKPIYVtjLa073Z78Wbbt4cxiQHDrfOr7Q6zdl8HWo+dd7qNSb3BpOXbF/32xp07biazak85zPx7h7hV7pWXW4lykx9O/sPGAXPBkF8tdRz/dcdbpce7wsJ+HzOdPoWk4m+dcwDu7ZwD2pOTz6q/Hpc8mk0m6l6prjBzKtGz7u9nDYuaHnpfGe3L9QbtlK5PSZILclsSMhpmEE3lr60kWr7F4HySnFnKuqBK9Vby4u9v6hFUG/6e+P8TDaw7Q6YlNvPTLcY+2txwIEs/mM3fFXs4Vu3bptt2l+Hx8a+tJWi3+kaoa+/h8R8/Qf9IL+f3YefakFFBSqedwZjG/H7N/1r1nDjPIs5oYafPIRtffxwMeX2d/TVhTV4EtflVTE+eJV8S5goKCQh3Jy4Off4bnn4eJE8lQtRAyvN1wAzXPvUA0WaxjInfyDn1IIpASBvA383iLz5jNIbpesDj/8kvhPWQyKeJcQUCxoF8A7/xxirtHtLVbXlShx2A02bn5lpjjKwEmv7NTGtSpVNZ1hu1Ht+/8foqoYG9GdoikxzO/sPDaDrLjFpXr2ZtWwIgOrhNNJKcVulzvjkWr/wFg6zH3MeM7TuYyrls0RqMJlUouLsBxFnFH/H0mv9b9rNTXX1IvBec896PzIChrwVNhk2Rtyjt/AXC/OYb93T9Os3TTUf55agwv/XyMz/9KYdvCEcSH+3lksS2tqiE8wFKCr6Syxq5NTknT1sEWLd8iVTUGBr7wG9P6xrJsag9AiCP3lJwLsOxvTykjJsYz93N7C7rwi4jx+hXVBry1Gg5mFKHTqmlvFdedU1JFdY2RAxmF0m9ui7NcHHtT5c+qzMIKYkI8zzXgiKwi+SRMpd7AzlO5/LA/Cx8vYXBV20TwF4sFXUFBQUHBA0pKYO9eSEyExETOrk6ilUFe3iyREVK+9WR6Oi1vdqEo7usKrlAE+gVwOMuxBbfnM78I4SouEsElpxXSrnkAIAx6XdUZXrrpKAC/3n81AGv2pssE+l0r9rDzVB57HrtGJlSakhW7U3nmhq4kPLKR7rHBdus9rev8ko2wcUdVjYGOj2+q1TYK9Y+1RXH2J5ZQBFuxDpbru+fTv0gTN4UV1cR7+FIctvx3jj47ts4iqymoME8ibT5yngFLNhPiq+NYdombrSw4un08/d5CfXAPEzPaHEc8hu39K7qOWz/zktMKuW/lPjRq145aXZ7YxJzBrXnw2g5O21gfz2QyUW0wknimgILyaqfb2DLohS2yz0s2HuHzv1IAuLF/nKNNPEA4IYo+V1BQULi4UFVVwa5dkqv64c/ty5sl0o93zOXN9tCHYuzHq/WFlxdUe/7KUrjCUQS6DeKAzSOcjMpqa02xtqD/fjyH7/ak88LkbhiMJiKtyh0ZzDs+lVOGyWSSrO1nzLWrq2pcl1cqrzbw6NoD3DksgUOZRYzo2NzjeHdb65MniC6s/6Tbuzt7akHfk1pQq2NWuoipvRgxmYzUFJ7DK9RxYrxLFZMJ/jieQ0FZNbutvCCe/uGQ9LfBaJLV9ba+JvJKqx1mlndGx8c3sWB0e7afzK2T10Vjs2avMG0uJlTLLq6dRfwPB5UPLiwpmz0nzpcy59NE2TJRoIteCit2p8omC8ur5V4AGw+c44aerq/tsmoDb2496VKgW/OvN3e4DKHwFOuwG/F3sE4IKk4m+eqEZ2RWUQWDXtjCR//pS+/4UDQa1UUzGTRkyBAA9Ho9FRUVREdHc+7cOcLDw9myZYubrRUUFBQucfR6OHRIsozv/SCJbhwAq/Jmp+jHN8wgib51Km9WFzp3FrqloFBbrjiBXlZVQ25pFS3D/R2ut00u5Ap3VmB3AkPcek9KgbSvr3YLcbK/Hs4G4N9W2ZqNVtrzxPlSyZ1UHCMaTSbOFVVSWqWnbXOLq6k1K3anssJ8jLFdojibV8ZrM3rSMcpx1mORc0W1Kz8Ejks4iZhMJo8EmKGWcf6ZbhL66fMzQK3BKySqVvttKMqP7iD3+6W0fGhDU3elXjEB/3GQxO+bxDTp740Hspxm7D+VU+pwuStetoprtybxbD6vOFl3ObHhH8eJ7uqTV389weYj2dLnN7eclLnvT3xrB23NnkEirjSsu5rtIi/+dJQ3b+rN0k1H60Wcg/zZct5BCES3p36mxmhi/5NjKK7Q84Q5t4H1c+29WX0A4XldVWNosASf7vjzT8GD4cEHH2TBggVER0eTnZ3NCy+80CT9UVBQUGgwjEY4dkwQ40lJ/PVGIj2typvlE0quVXmzRPqRQQsuNKO6JygJ3hTqiytOoN/6aSK7z+RLrpg5JVWczSujX6valzr7+ZCQIO39bafw9ar9wEwcnD5slTzKlu+syiZZTwiMeXUba+ZexS0f/S3VDjaZYOALvwEWV1NXQmeTuf9jX9vOa9N70qdlKHd8sYdPZvdj95k8dpzMleJj69s6l1fWMH4+u067zmSd+fHdqNRa4h9Y1SDHry2mmsvT3ynXg5jvhav2c49NZn6R1XvrJzDrRHYJ/37XcfyzQu2xFudgcdUXOZ5dyvFs+TNnnYva8zd94Fnyvw3/ZLHhH889KjzBUQm3dckZjO8eTbCvl7R+/OvbSS+ocFhG7a2tJ6W/r3nlD76/ewihDVhi0B3p6elER0cDEBkZSVZWw0/aKCgoKDQY5vJmJCayfLqQTb0PewiyKm+mN5c3EzOq10d5s9p2UUGhvrniBLrobltVY+DTHWdZuukoRhMceGqM2xJk+tw08je/Q+SMJYDgkvvN36ks2Xi0Tn2pbYnft38/Kfs82UGJK2vSC8oZ9fIfHu37vpXJTOgezZGsYknkAyyb2oO/z+Rz38rk2nW2iXj6h8Mu16tUakz62nsDiJhMRlQq5zG15Sf/xqdlD9RenuUCUGkaxuJWde4kOWueI3bupw2yf3d8+OcZt21chSMccZLfobaMfnVbvezHU0oP/IZPyx5og5o16nEvVf4+awlH2FfLcJYL5XerZJcHzVb5v8/k89i6g9w7yuK2L3pVOaqeYR2+k5ZfwbKfj/HC5G4N1WW3JCQksHDhQrp3705ycjJ9+vRpsr4oKCgo1JYYVSb9EIS4+H8zBMPLfHQk01Mqb5ZIP47Ssd7Km3mKYiVXaAyuOIGu06ipNhjp8Jg8kdhj6w7yvxm9XG577quHMFbIhcNiF9Zvd6Tm184qvfGAfUkza4oq9LLPuaW1s87abg+C6+btnzt3Vb/UUHn7SVZr6zh+T8h473ZqCrOImPwY3rFdMFaVUXF8J0H9J0ttclY/g3+XETSbsMDhPvT5GWR+8H/EL1iDSqsDtfNb0FhVTmXqAfza2dcAd0dV+mEMJbm13k7hwsjb+CqBvScQNvrOpu7KJcckNxOODYneYBHfP+zP5If99lb/7Sfc30+2MfiNzbPPPsu2bds4efIk48aNY9SoUU3aHwUFBQVbxGFXGHmSEBfFeCbCs7cGDYfowjomSpbxA3RDT+N7KN11F7z9dqMfVuEK54oS6JV6A9VOYh7XJ2cysqPrhBFq3yCMFcUY9ZWovXxctrWmtkKwroiZlAFO55TWul66owHo5STOAdQ6P4xlQgmnrI/vxie+G2Gj77JrZygrBJUKjZ8lo2dNoeAumrPmOQL73kBJ0noAmUAHKDu01alAr0wTsoVUZhzBt2UPKs8INeUdXSPpb87CVFNF/KIfan39XK6u85cCJXs3KAL9CsVRlYLGpLy8nH379pGTk0N8fDwpKSm0bNmySfukoKBw5WE7ZAmghD7soS9JfGMW5G2weNodpQNbG6m8mTsUl3WFiwHX9W8uM9wlgLv3G9du3H4J/QDQ56W7bGeNyWggddn1ZH401+Nt6oORL/8hxaZfqmSvfJzCHV/XeXtjVRkpy/4lW6Yyu54X7V6NPjeVkr2O41ozP/g/sj69F5NBj75Q8FzwbTdQWl997oT0t8lgzgFgFsV+HYSMyhWn99jv2CRMEImCu/SfX8zb2sdsi8tSl11PTbH7slimmmr0eWmyvhjKCl1tIqOmxHX8voI9KUsnUJ19ymUbQ2njum4rNB21DVuqbx555BHi4uI4e/YszZo149FHH23aDikoKFyWXHONIMId/fNVVTCAXczjDT7jFg7RmSKC+Z0RvMRCBrCbPfRhEUsZyW8EU0gnjjKLL3mde/mLqxpNnJtM9v8UFC4GriiBfqFGbEO5IHbOfXafx9uIgkmfm3phB68Dsz6yz6J9oejz0jCZPC9lZqyurFV7EZPJROXZfZQm/+S2bfmJ3aQsnUD5iV2y5YbSfDAZMZQVYDKZyHjvv2h8hez2xbtW2bQtwGAOXzAZ9BiryjCU5FKc9D2Z7/1XWF5tmeCpSrfEuhsrSzFWV5D97RPCviqKMOorOf/dk5iMNhY18VzYxLE7mihQeVsqDWR9dr/b81D017dkfih4A+jzhUmk9Ddvdtg264sFlB3ZTtlRwevCVFNNxtv/wVglD7vQ56XbLVMQED1Usj69125d2eE/qM45i6GylPS3ZlGw9WM3+3J+j5hqqin447O699NoEKoXXELU5Zoz1eg5v/oZ+33pq+w8SkxGA1UZdcsdcjFTWFjI1KlT0Wq19O7du9ZeVAoKCgoAc+c6F+AqFfxmTlWkRU9P9vFfPuA97mAvvSgmiF0M4g3mM5pfOUlbnuIprmMjEZynNWeZxncsZxFbGdmAtcflzz9FjCtcSlxRAt3ZzZj/2wcUJ653uK5o50rBSpaTgqHUYmEsO/qnR4PevJ/eAMCnlev4dll/Nr9H7sbXLjo3ZWNVOZkf3sW5zx27bwNkf/MoKUsnAGCoKCHt1ankrl8mrS9OWk919mlSlk7AUO68XFLJnh8A0ARGcO7rh4Xf4LzjxGOGEsG6XLJvI8aqMmm5Pl+IZTKUF4G53rhKI8QvGStLpHY1pfmkvzWL9NdvovTgbzJrdU2RUMu9pjiXypT9oLGPCsn65B6K/vyKqjShDFNV6gFKkr43900eNiDuu+zQ77Llhb9/YrffwJ7XSX8byy2WcGfXRZWVVb/8iOPkaFUZRzFWV1KdeYzc75eSu/5FaoqyqTH3M2/TG5I4MplMZH54J7k/vuJwX1J/DDVUmr97ceJ6yo87z5pefnyn/aSFGWNVGUZ97eqB15XK1ANUnHXuMaMvPEdJ8ibJ+m2sKrf35rAR1dU5KdLfuT8sJ+vjeeR+v1zYXl9J6qv/dnis8uM7SV32L7vzUpn6DwV/fEZx0vcU7/oOU011rSe7UpZOIO+n18n84P+ELhv0pCydQNlhz5JHuiPz43lUnEp03xDzpJv5OnHdzkjaa9Oka9JTDGX5VJz82+48pr95M/mb35ctqzybzLkvH6zV/j3hxPkS940amFOnBI+Oc+fOoVZfUa94BQWFWqBSQefOHR0K8HfecdAeIx05wiw+53XuYSeDKCaIffTmA+5gKqvIIYJlLGISa4gljRgyuYHveZYn2MR15GJfDaMhMJng8OGjihhXuGSp09vbaDTyxBNPMH36dGbNmkVKSops/ZYtW5gyZQrTp0/n22+/9WibxuCVX485XF6StJ6CLR84tDYUbv8CgPxf3qamJJ/w8YIlM3f9i9KgF4TkXyX7NlJTJJQhqik6jz4/A5/4bvi07iNZ0l1hqCzFUFlKyZ4fKDuwmeKk9aQsnYCxWu6an7J0guR2DcLA11hdQaWVVdcTy0nh9i/J+/kt2TKTyYQ+1+wmbSUGyk/+Tdpr0wDBvTv97TlU56RgrK6k7NgOqV1lyn6hTc5Z8n9+Uzg3otu10UDBbx+Q9el8oc35MxTtXkX1eUGwi8IeoOA3YUBdnXWMqlQhEV9V1glSlk7g3JeLZH2uTD1o7tdJ0l6bTumhrQDkrHlWOK6+Sioib6wsxb+rPHFSSeI66e+8H1/l/CrBCqeLbg8GIXFe0S7hOo644WG782goK8BoI5qN5kzxti7muuathT57IlQM8qR9hTu/ASD15cmkLJ1gJ9R9W/cGsHO5Nhn0ghXRaODclw+S9upU2fqMd2+jZI9Qh7386HbSXpuGsaoco3kCRZx4MFaWkrJ8IoaKYvSF5yQhX3FmL9lfLUafn0HBlg/IWfs8xmr7TPn6/Axy1i6h6K9vyf3xFdnvXXEqkbTXpnN+5WPuz4vJRPHfa0lZOoGcdS9SmX7EYbuakjxZmIG+wDxhU1FC9tcPS8eqTDtIwZaPpHaGihIy3/sv+T+/SYnZg6Pi7D6K/lwhE3+2v0/pfnniSbD8FvrzZzFVVwi/g0FP1mf3mydteJoxAAAgAElEQVT+zlJTLAjR1OU3YKqx7LNw25cU7/pO8rZIfXkyBZvfI+1/Myg9uEV2Pqy3E++l/M3vAVB2UDB1GKsrSX1pEiBMIFRnn5I9W4r++pacdS9S+s+vFGz7QvY9CrevQJ+XRlWWpZ68yWRCn3OW/F/fxVBaQMrSCVScTaam+DwVp5KoOLNPuu5MJhM1+elkf7VYum70hedIf+sWy+f8DEw1emlSqzpTOFZNaT4pSydQevA3XCHux9q7BQTPl9L9m6RzZDIZpVAX8dyLGCosAttYVS49Rw0VxbJ1zmi8wj6Oeeyxx3jkkUc4fPgw8+fPZ/HixXXe16X6nldQUBBwZQG3eJQ6e2qZaM1p/s23LGMhWxlOEcEcoTOf8x/m8AnV6HibuczgaxI4STh5XMsvPMbzrGMSGcS62H/94MgqrohxhcuBOiWJ27x5M9XV1axcuZLk5GRefPFF3jFPt+n1el544QVWrVqFr68vN954IyNGjGDfvn1Ot2ksTucI1lVTjZ6c9S9SlXaQ2HtWACpQq6kpysYrJMrhtlXpQnIvnzhLCR1NYAQle3/EO7YTWZ/Ml5Z7x3WlKu0gap9AfNsNwCeuC5Vn9pCzfikRNzwEQE1JLqbqSjRBzch8/w6i57xB+hszQWMp9VZodmtN+9+NBPW5Hp+WPdAEhgNQcWIXmh7XkrPmeSpTLJZAMaFY6rLrZZ9BGHAaKopRe/thrCihyCz4AnpcC0YDuuj21OSlk/mRPGmaSucrc+8GwWqd9fHd6KLbUZ11Av+HBIHn12Ew5cd2oM9Jodws3PW5KVSmHUTXvI1sH/qcsxT+/imFv38qLXOVUC9/0+vCb5FxGEN5ESX7NhI8cCrlxwQ3bTHDft6Gl/HvPMxynLw0vMLjhH5XlhLa53q0IVEEXzWD1GXXU/z3Wtlxaszu4dVZx6k2CxKVWijj4du2v8O+2bpSFf8lDFj1BZl4x3SQlouCyJEV3GSoAZVKOpapppqQYbNBpaLw908o2v4lIVfNkO1Lo7XKaGqehLAWb4AkymLnfemk71Cy53vZ54z375Cs9uK5y/3xVTDWUHEqkbwfXwWg5UMbKDNPiFhPWKW9OpX4B9eisrqe838R0qAW/bnC7vhVWYL1vyrjCNXZp8n6dD5xD6ymKvUAhsoSArqMkNoaSnIo2CoI6vJjf0q/f8Tkx/BN6EdV5jHU3n5kfTwPgJBhs9EGRZD7w3Ja3P05GW/dIu2r/MQuctY8B0DoyNsAKLaasCna8RUhQ27CZJ5wyF2/lIhJjwCW3AMgCDtdpKU0l4h4DqsyBNGY9soUmk97VsphkPXxPEKutvQn9eVJxC9cT/mxHVRnC2UVC3+3uMdXZRzFWFlK3o+vkPfjK/h3GYFvu4HkrnsBEH4PqW2mfEJSnDwUEV3z4xesAbWGwm2fS+cUoHTvBuLuWymch51fU7RT8CBoMfczzq1YRGCv8dJ+Mz+5R9hm30bKjzvOxq4NixXal+SiVUdKoSNpr00jfsEaMj/4P/w6DEYTIDzjctYtoeVDGyjevRqA4l2rARWm6nJ8WvbEKzwWfX4Gat9ASvb+KD3Psr9+WHYerM9t2Nj55G96Ha+IVgBkvDObuAdWUXFiF37tB5P++o14NYuXhSTFP7iW9NdvAiD61rco+nMFFWeTCb92LoayIsoO/46xuoLAHmM402+Sw+/eWGzfvp2VK1fWy74u1fe8gsKVRH3lH44mU5ZN3bq8WZW5vNln/Ick+jZqebMvv4SZMxv8MAoKFx11Euh79uxh6NChAPTs2ZODBy3WwFOnThEfH09wsBBT0qdPH5KSkkhOTna6TWNx9JxgAdHnpVFxcjcAZUe24RXREo1fEGUHNhN81QxUZjdmWwsZgCZIcM9R+wZhKMkh/1f7wYdkcdRXUnZgM81uEKwY5Ue3U9VvIqhUnPv8AQACuo/BUJoviHOQLLbe8d0kyzHGGooT11KcaBGSBVs+pGDLh3bHzl6xiKoMi0Xx/KqnqDy9h+hb35QEi5iNHkAT2Izc75dRU5BJ5MylDt2TrcV5+Pj7JXEGYCgVBEjK0glow2KlMIDcHwTX3qCBUynetYrqrBOorDLfB/ae4LD/BVs+JGzU7fi1vwpNUISUKV3tE4CxslRql/HubZj0lejMA22f1r2ljOgApf9YilSWH9+JT8sewqmsLEWt8yVk8I3W39CuH/7dRlN24Ffps+hyr1KpiPnvO1Kst2UXjqdsq8+dpCokivLjfxE64lbp91XrfO3apr40EYCIKU/g17Y/lakHCOrTCk2wpbqA0aqGu6lGj6GskJriHLyj20nW3dIDwnePvWeF5boCmfs/gHdsF2niyRZrl/qqjCPk//qOZI22/v0BjE4si9Xnz0jXecuHNuDTqifV58/IShUW/70WtV8wxopigvpPpvjvNZKHRdorU6R2NXnphFw9CwBDST6OEIW2LYV/fCr9LYo4Z9tUnE2mJFE+YVOdfZq8jcJ3FsWnyVBDyV6LCEx//UbU/iFogiJoNu5+sr95RFpnfb8BnP/2cdn+ixPXETRoOmX//IKhrAB9Xhq531vCQjSBEQT2HkfpP7/YeUeUHdoqTZAAVKb8Y1lpc01mfXw3AN4xHQkaMJmctUsAIV+Bxj8MW4xVZZQf24kmIFS2POPt/wDyiQPxenEmzsEy8ZX10VwC+1wvW5f6slAJoSrrOBr/EOl+T315sjSZpc9LJc9JuIVXeDxYeTekLJ9Iy4XryHj3Nlk7cZJPn3NWWpb2iuhR8pKwziZfiDjBBZZzCJD7w0uydgVbPzZb3CfQVPzxxx/Mnj0bjebCB86X6nteQeFyo76LADkqb9bCqrzZQbpK5c0S6cdBujZoebOQEChQcqkqKMiok0AvLS0lICBA+qzRaKipqUGr1VJaWkpgYKC0zt/fn9LSUpfbuKKqqoojRxy7sNaV6hxLLHPej68Q2Hs85aeSqEz5B5OhhtDhszFWlkrxwvGLfpAs0iqVipYPbUBfeE6yAEmoNbJBoijGfFp2RxfTgerMY5z7YoHgOm3GUfK4iClP4NumD4aSXAwVJXZJ6Wwt2gHdx0jZwK3FOUClWVRZx4GLYqHZ9QspP75TsnRnr3hIahM8+Cb82g2kpvg8ZYe2EjrqdtQ+Aai9fChN3kRVxhG8wuNkrvviAFwbEi2VJPPvPAK1d4DgBl5ZisY/FENZAX4dh8gEjkhJ0npChs6i/PhOIiY/TsjVt2DSV1K04ytK9v6If+fhlB3+HZNZqOasfR6VVkfkNMEtvfzYTnLWLaE66xioNQQPmColfQNBSKg8KJGnDYqwO8/+XUcCFouyNjSa4EEzKNz2GY5EPggu/zUFmVScSiRk+GzyfxXcjv06DpHirf06DaP8iCUmOGf1M7R8aAM1+enUlOQQ2Hu8tM4iJgTPhPPfPQkIAlhMYmgyf1e1r+U+BLmFO/y6+QR0H0Nlyj9UnNlL8e5VhI2ZK1m5RYIGTaf4r5WOs91rtBjKi6hMSUal1WGqqSZs9J34dRxK+hszJXEOgot00c6vZdcqIFnCAYKtvANsKfprJb7tB0n3gm+7gTSf/Bgmk5GinSupPndSmnSTuhcYQfi4e2Vu86X7NgLg13kYuuYJVGeflOL1DWWFsrYREx8hZ90Scn98BZ+WPVBpvCSBLE6mWGMsK8QrohVezVvh234QQX2uJ/vrRwgfdx85q58haOC/BZd1EbUGTCaMFcVog5vT4u7PHWbsN5Tk4JvQD++YjmR//TCoNYSNvksKIQFQab0x1VRR9Pdq1L5BmAx6tMHNZdUGRHzb9scrLE76nPXJfCJnLpe1iV+4ntTlN6DPTydn3RJpuTjhJn02T6oAhI+7j7yNr0nrQob9h8I/PsOv41DKj26X7V+c8Ip7YLU0EaPS6jAU52AoziGg13hK9/3ocR4OuxAiYw2Ff34leQ20fGiDLKQCIOa2d+y8hQK6j8Gor8K/w2B82w+Snvu+Cf1Q+wTIJkNAuA4De0+gcNtnVGedQBvUvN7fV506dfK4bUFBAUOHDiU2NhaVSoVKpeKbb75xv6EDGus97+gdX1lZWe/n8WJB+W6XHo3xvYYPT+D8eS8XLeqm0sXyZqIQd1TebAsjJct43cubufMrN3H4sOMwU4CGOL2X6/UIyne7FHH2vZy94+sk0AMCAigrs1jjjEaj9AK2XVdWVkZgYKDLbVzh7e1dqwGKa04DFgtg+HX3kvfT/9DFdCRk2BzSXp1K8e5VBPaeQMY7s6WtHLlca4Mj5f2M7UzUTEEEG/WVmGr0pL8uWGnVPgFEz3pZGiBWW8VxVmUeJXLGErK/eYSAntdRmvwTuuZtUKk1aIMj0QTZ12aPnvMGxX99S8jQWZJ1K/y6+dQU50r9jpr1MpqAMDLevQ21bxA15kRqaLRgds317zwMXUwHyo/tIOzau8k3x6Nbu8XrItvgZ1VeDCDqZmEwn7N2Cfq8NDuBGTJ8NrnrXiB05O3oIlpSff40hX98isY/BO/4bjS7fqHUNnLmcjAJkxoFv31AdfYpKXmTsaoMtZc3eHkTOuoOQq6+BbW3P6jVlFnH4FoN4n3bD5JEJYAmqBnlR7fj226Q1EYTYG8tDBk+W+Zqj8kkxf5KIQveAbJt1D6B6CJbo/YNkt5N/l1HUZ11An2eMPGizzkruexmvD0HsaGxogSTOWY2dNh/ZOdPRBeZIJVsi1/0PaliyTiNFxj0kjgXEWPpxYkFlUptJ4hVWm/i7v0GlVYYCPi07C4l4wroNhpNQBja0BiyzGUBQ4beLJ1LoX1PKlOSCR15OwVbPiD9DSFLfNiYuwnoJo/tt0Z0j9ZFtsG/22h8WnYnb8PLsjZe4XE0n/YMVelHKNr5NSqtjrgHVlOTn0Hmh3fKJqoqzBn7VSo1IYNvFLKl/28GMf99l9wNL1F97qQgbFv1pMVdn2Ioy8dQWiDlJQgZNIOa0jyZFdg6CaEmIAy/DlcBwm+oRxCnFaeTnCa5A0HIaXyDaD7pUSlPhEqrw6d1H/zaDRTErNFA9K1vofbxJ+Pt2QD4dxom3XM5q56226/GLxhdRCvi7vsWlc4HlUpNYM+x0jMldv5XpL0yRZqQ04ZGy+4LUfACBA8Sckm0fGgDKcsngrGG7BXCPRkx6VEKt32BSq3Br+NQye09eMhM/DoMRtcsnqB+k1B7+5H66jSCBk2jpjSP8sN/4N91FCZ9JTWlBXhHJeDbbhDBA4XEeClmgd586lOcX/WU1C+1lzex878i/fWbaHHXJ5LHR1CfCVJ/AaJve1vy9Imd9yXVOWfJXrEITUC42WtHuK+ib32Lc18+iKm6gqIdX6ENjrTLxyFOIGrDYoi6eTnFf6+VLP9hY++RPe9b3PUpVekH8Y7vjjYgDH1eGsaKEmqKstEENaf5ZGFCx7dVT2mb+ntf1Z5333233vbVWO95R+/4I0eONOl5bEiU73bpUZ/f65prLBnQ6xsfKujBfsky3o9EOnAMtfn5eIZWJNGXd7mTRPqxl971mEFd5Sb2WwU07rVxuV6PoHy3S5Hafq86CfTevXuzdetWxo0bR3JyMu3bWyzCCQkJpKSkUFhYiJ+fH0lJSdx2222oVCqn2zQFzac9i2/rXoI1N6Efap2P5AZuLc5FIqY8jklvGfCqVCq0oTFSdnDrwbDaywe8fIi9Z4WQOdws9CKmPEGOWAbILLIANMHNiXtgFSqtjtCRtwnbWx1HRBeZQHX2KbTBzQm/zhLzLqINaoZ/15F4t+iMLrq9YO1f9L3FcqTREjntWbK/fpiwawVXTa+QKCleUxTozmLAbRFDACL+tZDK3uMkC7x/h8FSTDoIExQguID6dx0l7d82TjRi8qNkvHOr5H7qE9/dch7UGqnsWJlNjLU1KpUKr/BYSx+rK6lM+Qe191pZGxFRfOui2gmC3JwYz2QyotbqMFSVEXXTi0KyPqvST1G3vIomMBxTdYW5XrnwZvJp1VNKymU5oPCfdRWAkj3fE9R/EpqAcLTBzfHvdg1lByxu+WWH/8BUo5fCLVRWZdnUOl+MFfLwC0OZxT/M2urv3aITpf/8Ilm4o+e8LolzCbPgVGm9pMmY+IXrMVZXoFKpCB4yU4ob947vSmVKshRTLX5v0btApMWdH5Hx7m34th2Axi9YmiQI7D0B0e7m13YA+txUaUJGzBvg27o3Qf0nmb+3/PcUCRsrv/41PgHS9RQ+7j6yPp4nXePaoGZog5pJCcHUPgF4NYuTPA5AKGknurGDZRKq+YznOf+NUEvap2VPinetouC3D+z6I51KK3d/cRJPGxxJ5DRBdMc/IFifrWPzAdQ6114dGn9hIk7tLbdsaMNiqclPF4SuGNKg8UKl9abayjvHK6yFw/3GL1hN6vIbhH37heDXfhB+7YXJrJChN0uWb/+OQyTPEY2fMKBr+aBwT4WPmYtfu0GoVCoCezt2745fsAZ94Tm8QqMty8zba3yDpN/Ov+tIyg5uQe0bRPyCNVRlHkOl1eEVHkfMrRaPAZ/YztI21pZxXURL4u//jsIdX1P05wrUfkFCHgcgYtIj5KxdgjY4gprCLFRqDd4tOhExqRP6vDTOfbnQ7tmnDWqGtvNw6XPkTUuFe1Klkt2TFwtarZbly5dTUFDAtddeS4cOHWjRwvFv747L4T2voNCU1LdrujVa9HTloMwy3pWDeCEYYLKIIpF+fMVN5ojyvhecQV1Jvqag0HjUSaCPHj2aHTt2MGPGDEwmE0uWLOGHH36gvLyc6dOns3jxYm677TZMJhNTpkwhMjLS4TZNgeg+6mO2eIjWJACvZi1lFmZAsNgiiAlbom55BZVKTfX509IA2hqNX7A0mBX20V9KqhY28r8E9ByLsapcqs0NOHS/9u8yAt+E/vh3Gur2+zUb/4DdsoBe4yjdt5HwsffgE9+N2Lu/QO0XZNcues7rdvW5XaGLbk/FmX0A+MR2wb/rNXjH2s8O+Zrjv0HIKN1svOOa3tqg5vi27U/Fyb/Nn5u5PH5gn39Rsud7gofKa30HdBkhWWf9u46kYOtHTmNjIyY+TPobM1GpNbLJDL+EfjLLcfDgm/Bt00f67B3dDhCyQJv0VZTu/xkQhLQotn3bDaTixC7JqmmLyVAjlW2zvk7AnNHaqJcJuahbXuHc5w/I4plF0t+c5fgY5jeqT3x3Kk4nORRq/t2ukSXVA2FCRGOeWAkeOJWaomxM+iq8zYnQwsbMxbdtf8kbxU7YBEei9gsh5Opb0EW0JGzsPDtBo/b2w7tFR1rc9bEsC7m4zhERU57AO6aD3fmyRhfRymGSMPF60gSa/w+yDFZMVWUYzKEBfu2vksS19SSRT7yQINI6NMPWfbt0/ybCxwq5HlQqFS3u/EjmbWMrzF0hPitcETp8tpQbQDwnIUNnUvz3WozlRaj9QzCWFaI1f9f4hfJykiq1RhKu4jUt4hXWgogpj5Oz+lmHnjwiam9//DsOcdlPlVaHrlk8IHgu6aISHJ4LXfMEyhAEukqlks65JzSbaKmw4G0OI6rOOiGFfPi1v0oIBSkrsAsj8AqPI+5e967ganP294uVxx9/nDlz5vD222/Tt29fFi9eLGVYry2X8nteQaEpaChBrsZAB47J4sZ7kowPQphcPqEk0ZdlLCKRfiTRlwxa4JlbvEnWThHhCgoXB3US6Gq1mmeeeUa2LCEhQfp75MiRjBw50u02jc20vrGs2HyOoEHTHFqJVSqVTJwDRN/6htP9iQLGJ66rx32IumkZxqpS1H4hqFQqmTh3RrMJzuuOe0L4mLmU7tuISisMLm2TPonYZll3R/BVM2QTHM3G3+ewnUqrI2T4HAp//0QWf++wr+Pup+J0Ev6drnbaRowd9WnZnbBr7nDYJn7R9xgry9yeX41fMCovH8nt3atZPJqgCLxbdEQbHInBLIZDhtzk+Lt5eUttQEhyFX7dfEGgt+4tuWJb49t2gOB9YKyRLORixm2Vt7/5ujJRU5AlxCmbESeLAPw6Xe2w1rkYNy3i32ko+Zted+jWL30HlQq0zhPAqDReNBtn+W1F8evX/irKj/8lq9duTdw9lqzxrqyNWhfiTyR2/lcYSvLwimh5QZbL4EHT8W4hTCJ5hUQReeMSvCJaS+EozWc8L5tQsn5OqNT2ibfUOl+aT38OlUZL9leLCbK6H8A+FMaW+AVrZKM6MdTCu0UnQkfchi6mg1Am0Al+7QbKQlDEzPliuEbktGdR+waiCQgn5o4PHH4Hv/aCK794XmTr2g4gdv7X9SpMA7qPdrouqN8NBPaZ4LEXjzX+HQZLf3vHdpb+9rH6PUHwRnA0oXo5UFVVxaBBg3jnnXdo06YN3t51/90u1fe8gkJj0HDWcROtOSOzjPdhD4EISXJL8WcPfXiTeVLc+Gna4GmMuq0AP3Lk6GXpTqygcKlTJ4F+KeMVEkWoVVkjZ4gCyDbu+EJRab3QaBt/cBg8+CbJa6C+UKlUoPIsW7BoERXLzDlD4xsoK6nlCK9mcTSf+iQ+rXq56JtaEuf+XUZIyZ2CBk23ayu6HQNEz35devNG3fwSJmONXXvZcbQ62aROxYldhI263RI2YJN0DYQEdPq8VAwVxZJgCuo/iZy0g0RMfJjK1AMU7RBitrXm+HXhWMJgO3TU7QT1vYF8/1BUXj4yS7+tEFfrfGn50AahnrdVLHp9oNb5SjG4DY3GNwiNr73XR20RM8GLiBbyyJnLyF6xCO+Yjnbb+LYbKCuvaI2hrADfVj0xlAohBt5R9qXWXKGymRgRjy+62AOo3Li/y/ZnY5XWBIRJlnVr93Jb4heskZV4lO3Dg0nE+sTRJIIrImcuRxssd91U63xR+wbh33m4bGKroWnTrPGO5QidTsf27dsxGo0kJyej0zVc5mUFhSuFzp07uG9UR2LIsMuoHo5QqcS6vJkYVX6MDi7Lm40aBZs3O12toKBwiXBFCXSVBzOMopgL7DXOLNDrks2y8VCpPHNJcmYBbiz8O12NSuvt1qLoKb4J/Txu6xXRGthK3H0r3WZwFy3a4NzTQNbeRmAF9LjWfX+axVOyd4OsJJZf2wGSqBczfav9gmXx4prAcCImPSJZPMNG3Q5A+bEdUgZ9Z2IuoMdY/K1iaRXkeIXGAPa/JyCbhNAERWCwco+uOJUoLDdfKyZzLfq64hPXVYrNrg88qVgAjr/3pYKPg7AagLj5XzXK8V+Z1oMHvt0PwJ3DEty0blieffZZli5dSkFBAR9//DFPPfVUk/ZHQeFSxN46Xj/m8nByJTEu/h+DUPFGLG+2hsmSZdxVeTPFFV1B4fLmyhLoHjxjA3peR9mhrfjEdXUYx9qYfPXfAdz04W6Xbdo1D+B4dqnLNhcDam9/AmwSiTXasc2itSEsabauuME2Ls6O8I5xPRsfPmEBGW/dIpWSsz6WKM6taXH7u5iMBlKX34DGV7CWRkx53G5blYPa6woCGv8Qj+73wF7jKPzjM6frhYSBtadZgDe5pcK2tYlTd4cj4d0pwpsjOXXrpyuig33IKqp03/AS4Z6RbXljy0m37UZ2tIRoTOsX56JlwxMVFcWrr77qvqGCgoKEnx9UVLhqUXuBHkgxvdkrs4zbljf7jVGSZXw/PezKmykiXEHhyuWKEuiecDFZkq5q6zpJGoCXxnE8bosQXzIKnb9xHhzTnun94un3vGNfqHkj2vLgtR1otdhB/etLjUbKtuzIPdqWgJ5j3XoRaM1u6q5ij21RqTWSwGzqiaXLmcBe42UC3dpjImT47Fp5dsip35FY9Jw3KE5a7zCWOybQi5wKE7mlntUYF4kI9CanxPk16aurnWs6wNB2zdh+IrfW29UHy6Z0Z9Hqf+yWD2oTzsez++Gr07gV6J/f2p8Qv6Z/ZwwZIiTp0+v1VFRUEB0dTXZ2NmFhYWzZ4rzqhYLClUp9xpD7UEFPkmWu6rblzRLpJ5U320MfSrCEbClCXEFBwZaLr05MA+LsgXx1e0v8ondUW5fZfDtG1S4ec81ce4unO1QqiAxyntxnzuBW9Ig1x5U6Eej/7mtfmsqa/xuWQESg82M8eK1g5e0dH+KuuxdE+8jaxfh3a1H7mp3+na4mfJzjBHb1SfN/P2W3LHiwPLQgbMzdqC7yTNCNQXMX154180a0ld2frugQ2fCx0tYhLy0f2kD42Hukz8EDptZLnHx9oGveWpbYzxatunaP/jdu7MWau1w/y3ROnkWu0KobsA6RG2yt3WL/Zw9u5fFkg6fXZkPz559/8ueffzJ06FB+/vln6V/37t3db6ygcAWg0wljK/FfXdGipyf7uJ33eZ/b2UsvigniL67iDeYzml85QTue5GnG8hMRnKcNZ5jOtyxnEVtNIyg2BWEyIf1TUFBQsOWKEujWbkotQny5fWhrALrGyAfVYt1uh3tw8mR3JmRjgt27FT83UZ4F/tiz1/HnQ87dwWcOiGfBGEFAOxPZk3u5FuhqF2+oxEevkf7+4rYBbF/kOmnbhRAXWrsY/7Fdo2p9DLW3HwHdrnHf8AJxdN0ED76R+IXrJc8MlUpVry7MlyLeWjVr7x5st7yXzT00smNz7h/dnjA/z86XqZ6t0I1JgLfnzkwJEfahGveM9Dw5nQnQuBHG47vLE8p5MqjVaWv/OrHux5zBrTzernN0/U+EiH25lAfM6enpREcLv11kZCRZWVlN3CMFhabDWpDr9e7b26LGQCcOcwuf8Tr38BcDKSGQffTmff6PKazmPM1ZxiImspYWpBNDJjfwPc/xOJtMY8kxRShiXEFBodZcYQLdwo7FIxlsdiHvFe86GdjmBywlv0xOnrCtm1nE2adz+kkWQmeD2phgS/ImPxtrjU6rdmoZBzCaBNfQZyd25al/dbFbH+itdTuYdjU+txb9/t5a4sLqP1Fe/1aCG7c7oQDCZIpIq/CmzZJcW1QqFSq1htj5XxM5c6llhca9II3YkU4AACAASURBVHNXku5Swdpa/tT1ndny4HDpN20W4Nw9+L1ZfdCoVRhdDGrmDneelMtTK/3FwBe3DfC4raPT4V0Lcdwrxpf+rZ2X3esYFWgngMd0djwx9sg492EdrhjYxlKlwNoC7+6x0KpZ3Z5JS6c4r6vexTxR68qzyBnvzOzNajceBo1BQkICCxcu5IsvvmDBggX06dOnqbukoNBorFhxIVZyE605zTRWspwH2cpwCgnhMF34jNnM4ROq8OZN5jGdb0jgJOHkMZafeYzn+cV3IhmmFphMKkWMKygoXDBXlEC3fWAP79Cc/U+OYUQH126KbZvbu84+P0lu9RYHlF4aFcM7uK/rPKWPxcLdJsIi7m2tUMun2rsoGk0mVCoVswa2pEWIL2/d1Js2VlY1Yb3wt/Vg87HxlmzHoidAXS1RoR5YNUNctHnw2g6cfXG8W4F+6+DW7Fhs8Sawncy4VFB7eeMTa5lMafngOmLv/oLoW99y2N62xvyljLW1fPbg1pI4f29WH9bPGyKtM5ng7Ivjpc/iJJVW4/wauX90e6LNk119Wson2ny8Lu5rZYCVSK7NJNjw9vbPl9pYr69JCOSFyd2cWqxX3jHILhu5TquWHSPQR5hgsvbEcfYrieE4tswcEM9tQ1o7XPfqdNclIetSJz3MX8f0fvFO1997TTtW33WV3XXkCdd1i67TdvXNwoULGT9+PJWVlYwbN45FixY1dZcUFBocUZDffLPn28SQwQ2s41keYxPXkkszTpPASmYwjzfxoZLP+A//4VM6c5BgihjOHyzkJb5lOqdMCTIxXl7ecN9PQUHhyuPKEugOlgX7eqHVqGXCwBpnIrNnnNwdVxwvirOm7iZPrS3kPeNC2LJgGBvuGcKfNu7kjgaitpWcxnePppm/RYgbTCZp4Gytf11Zzdzx7s192HTfUOnz5geGud0mMtB5iSdRVLkS6L8tGMYT13euRS8vLTQBoegiWjpcFzL0ZvzaDWzkHjUMzqzk13aJknlHOLtngnycT/R4adQMShCssL3jQzn4tCVpW0OFN9tmyK8rdbWw3DzQXmTWNlGZj5eGeSMcu8UH+3k5vC+bB/owb0RbJnSPZmofByE0Dp5V4f461s61TNB8d+cg6e+OUYGoVCrL5KLV5u48AoY5if22noQUmdgzhn2Pj2abi1Cd67pG0b912EUhsi+Eu+66i+HDh3P77bczatSopu6OgkKDURtLeTi5XMsmHuNZ1vMvMoghg1jWMYnFvEgk2axhMnfwHr3ZQxDFDGIX9/Amn/MfjtAJg0mjuKorKCg0GleUQK8Lv9x3tezzorEd8NdpaN3Msau1+NwWH+DW744vrdxYDTZ+u20iAujaIpjmQXJR6+jdY3TwdrB+SRlNls/Wtd+7x4bwxo29ZINQTw1RY7tG0THKYm0PD6ib+3CPuBASH71GshiKSaLC/O0FRoKVZ8Gx58Zyasm4+ipHWq9E3vQiIcNmN3U3GpVOHnpePD+pK95azyzZ3Vp47s1h7TEiXuMm7GO5lznwQLlQNH71kzjRUMdRnqPwlym9XeeccISrPBQAQxxUkXjw2g68eVNvaVvrr9DHQaiQCVCrHVvZJQ8HB6fB9jlo7TmzdEo3Qp1MSPznqlZ2y4J9vQj117mM83/n5j4eX6cOJycuEoKDg/nss8/Ytm2blDhOQeFyoEsXz0R5IMUMZysPspyVTOM0rcklgk1cx9M8STtO8BujmM//GMROAimhF8ncwQd8wB3sozd6dDIxfvjwscb7ogoKCgpcYWXW6pK509Z1dGTHSA49M9aunWXA6nzQPbitJd7SVqA7w1GyZUcCfVrfOHafyQfg7Zt6O53hvb5HDNf3iJE+Pz+pG89tOMzJnFIKy+uQRQXYtnAEVy/farf8fzf25K2tp/hhf6a0TK2Su93HmC2ofVuG8svhbKfHEAfPtfkJ/zejJ/d+k1yLLeqGT1xXfOK6um94GTFrYEseWXvA4bqjz46l4+ObAJg5wLGHgDUnnr+OQ5nFtQq3WHPXVVToDYCVpdzBNT+tbxyRQT6k5pXx+PpDHu/fFbro9kTf+uYF7eOne4eyeI3j82fLkknd6BkXwi+Hz9EixNehO7wnuRxscZep3FXSPZWDNg+P68jHO8443sABk11MKvSOD+WbOwby95l8Xvn1OHMGt+KtracAmN4vns0unhV2fb3AekrXdGrO5iPnARjVsXmtEvo1NqGhoRw9epSjR49Ky8QSbAoKlxqhoVBY6Hy9WN7Muta4o/JmbzOXJPralTezxssLqmtXeVJBQUGhwbh4RxoNgOoCzK/X94hxGasuDgJd6W7rgWKN0UT7yABGdHQdr+6ozx0clHqb0ieWBd/tB+CazpFkmmuguxub9owLYdVdVzFgieN66J4QH+44frZjVBBv3NhLJtBtue+a9nSICuRfPWJo++hPbicuPLXcHn7mWvx02kYR6JczY9oG8svJErvltnpwwz1DmPDGn+g06lrHfntp1HYhI9Y4mvTy99ZKbt1SeIkTQSm4Q0fIBHq4v468Mtejsfmj2vH6byfslqtUKnQRrVxu645O0UHEh/mxP83F6NOKzjFBdI5xfO3Pr0UGdzF2HAQL9rf/N4hp7/3l8fYitiE94Niy/+kceV1461/IdlLBtoTiwDbhdGsRTFZRJXcOS5AEOlgmLnvEhcjOYX072Bx6+lq8tWraPvoTAB/N7sfTP9TPRE9DcPfdd5OVlUV0dDSxsRevpV9BwRkrVjiOJdeipxsHZLXGu3IQLcJEbSbRJNKPr7iJRPqRRF/ysPcCskZxVVdQULhYuaIE+syB8XyxK6VWJYlEgfzGjb1ct7MbGTrwcbfCYDTyy/3u47hteX+Wc1fM/xvWhiq90eE6T6lLLWN3vDi5m1NroU6r5oaeLQCYc1UrPvzTtQUuMsh5XDsI/a82GC9oMsbR/q402jTz53RuGc5CgW3do7u2CGbzA1cT7GtxPR7fzVKqa9Wdg9z+ds7o3zqcz/5KAQRR9/6sPg7FoLvBlvVvGR7gXqA3NF42AtVfp6Gs2mDXzl35uPtHe57tf8M9Qyg/nyp9ts10f02nSMtxPZhsdNbkzmEJ3DuqnZ2V3uhgAq5nfAinc8ukyg7W+HtreWGyfeZ16f72YIR9IQZ0fwfWco15h47i3ZuKsrIyFixYQGFhIS1atODs2bOEh4fzyiuvEBDgvGyogsLFgvV9qsZAB47JLOM9ScaHKgDyCSWRfmxgAkn0JZF+ZNLC7TG+/BJmzmyob6CgoKBQf1xRAr1jVJDTZHAXysgOzflqt2Xga4lBdzw69FTz2Q4uXblrPnydZcBY24nh6f3ief23EyQ+Vv/1wmf0j5cEuqvx9OLrOtItNviCrN4X6M1qx6VcW9sTesaFkOzAirt27mBKq2t4fk2ibPnT/+rC4LbhMiEuYl3t4MwL42Tr+joQX54yvns0m4+0YO2+DJ65oQujrEQkQPtI4bgxVgnnALsShJ2iA9mfXgS49nSRaGTzyrKpPbj7q7213s72mTC8QwS/H8tx2LZluD9mb23ztvL11vMeIzs2Z+epPCfHFP63PUUtw/24oUcMD4zp4HA7R+d9yaRu3Dq4tV3cuSuc3ecqlYq4MF/S8iukZdp6zhZ4z6h2lFUbPArfaCxefvllxo4dy8SJE6Vl3333HcuWLeOZZ55pwp4pKDhHuI9NtOE006ws473ZSyClAJQQwB768CbzzGv7cYbWeOovo1jJFRQULkWuKIFeF1QuDMoHnhqDVq3Gy0UZKGcYbFOxe9qfOrT/ZHY/2jZ3bUW5/5p2zBvRtlblmuqCKwGt1QjW9PoQ6PUlrC/3l7u1y7PIz/ddTbCfF8E2FQyaBehkSbh+f3A4w1/63eF+LzTu15bnJnYlJsSHf/eJs1t36+DW9IwLsZsEsC13GORr+T6e9K6hf3rb/TsVnR7e9S1CfMkorHCb/M2a+DA/7h3Vjv+ZXfmtr/fbhrTmuR+PuOyT0WQSSiGezAXgj4XOM6WD4/vSx0tDV7N7e6ifFwUe5MJw9R3XzR1Mn+csITuxoXWrme6MYF8vh1b9puTo0aM88cQTsmX//ve/WbVqVRP1SEHBnhUrYNHNGZIQ30QSfUkiHCF/TiXeJNOTT5ktWcaP0QEjtQubGjUKNtc9ak9BQUGhyVEEuhXv3tybO7+UW7BclfsJtCr/5Mh1U+T1CS3o1E5eVzjYw7JItkInKtgzK5N13K67OHfxODrtxZEiffuiEZQ7cPX1BCmjdz2pq36twvjrtGMr4uWKoxwHz07syqyBcothK3MlgxgPr0lPWX/3YKpq5BNY/t5aFl7b0WF7tVrlkYVevCa6xwbTPTaYE+dLL7ivF4JtbL2za9axqFVTaRPO8sM9Q8guruSlnz3POKxSqbh/dHtJoA9oEy5b54zbh7bm2LliZg6Ir1WJN3f35a8PDCO3tMrhuicmdGZAG+F3FuPV77g6QeZ1oMK+wkRDldu7mNBqHb/KNZraCRsFhXolNxeSknhiXCJ9TYmMIIkMsgCoQcMBurGGyZJl/BBd0FO7kpEid90Fb79dn51XUFBQaDoUgW5FVLCv3TJPY7Jtx7Imq+Xtwr1pZ3bD/fm+q1mxO8VpDWK7/Zr/H9slinkj20qWJnf46YSftnts/ZSEakwcZal2RNcWQRzMKJYtC/LVStm964PJvVtIAj0qyIcxXSL53BwPfTkgirAZ/eL4JjHNbv117YPYeLzEaYLEdXcPJjbU/r65EHq4SBh3ISwY054zuWWs+O8Alm2yiNjrukbx08Fzdu0bWtddyBzShnuGcM0r22TLwvx1hPnrnApr69J0zrh1cCu746Tkldu1Cw/w5pM5/T3vsBl3HjrNArxp5qSE461DWkt/h/rrOPvieEoqPag84WKioW/LUJJSCtzv4yInJCSEAwcO0K2bxbJ/4MABgoM9e18oKFwwxcX47d4NP/wASUmkr0skVn8WgKdQcYwObOYayTKeTE8qubB3x+Xu4aagoHDlogh0KxwN4zx11XXWznZph6hAnrnB85Jc4m7VajwW5yAM1tfdPZgOkfbW0IYm2NeLooq6lWyrDeIkhDUr7xjE5iPZDpM71QVrQXFDzxgeHtfpkhXoY7tEsemQvRAFQRQ7Euhtw71d5m1wlX39YqNXfCg7Fo8EhN/yi13C73hVQrhMoL8wuRv/pBfyr54xvL7lJAAjOkSw1Ulc9/+zd99hTZ3tH8C/IewhCCqKAoKKIr6I4AAB69aKo05wYBHr1tY9WvXnnu3bt9o66HAg4sRatVNxtO5dB6LFilIcKEXZIzm/P5AIyAghkPX9XJeXJOfk5H6eBM65z7MqqqBFt2PT2jh4rfQVDspSeLx/ccPbOeBozNvLkJmWs6wa8PbfsRb1LSv0d6c0P33kj3P3X6C149trpVdG8XhL+jNc1l/wveN95LrIPzevCzJy8ioWXDWaPXs2JkyYgHbt2sHe3h4JCQk4e/YsNm7cqOrQSBtlZgLXrgEXL+b/u3QJiI2F4+tfpvtwej2ifCIuog2uwLPU5c0qgkuhEZGuYIJeSPFxjZWZpbes9dAr4s366hV/bVUnT6fndsa/r2fC3jmmHYZ9fR4AcHxmRySXMkO2nMu/y+XLoa3QdsUxAMCv0zog7lkaGtYywwf+zkp7j97udrIx8bN7ltzFWlP4Nqn1VoJe8I2Xd+iEtmjd0Bpn53VG7JNUPEou2kI8tK0DhrZ1QPyLdNlz3s42Cifos3o0xcUHybKJ224t7gkA6N+qAabtvq5gCYADE9uXmIj7Ni57aaHS1ChhPgJlca1XQ+4lEitCntunZY1XF4lEck0sqe6/Hw0aNMC+fftw4sQJPHr0CO7u7pg2bRpMTZU7/p50UG4ucOPGm0T84kXg5k1A8rqnWr16OPSkDS4Iw17Pt96m3OXNKoot5USka5igF1L4Qm33WG+0dar4zNMfFOqGmX/MynWULXi1Op6g6luZoP7rmbPbN3pzQi7oalvVCs/67GJrIZvNW5kKr9VcfN1mbbDsvRb47NdY+DZS7gWVJqhnaYJ6libYfvZBidsLJ3aV+fWb9Ho4S8O5RwDgraXHFNXKoSZaOcjfIm1WQo+TAttD25Y7kaQ6kmeVC2Wv7KCujIyM0KNHD1WHQZpMIgFiY9+0jF+8CFy/DmS/nhfC2hpo3Ro3G/bGJwfz1xpPfFz+8maK4JhyItJlTNBLYWakX+HkuqqWcAO0Z7mv2T1KXn5JFazNDN9q6W9Sxxwf93LFqK0XS3mV6szs7oJPf72r8OsLf5vXD22F9Ow82Fub4n9BrQCUvg63tivt5pe9tSlMDMRKndOguBHeDrIx16X9jrdzsinx+Yoqa/x3B5eS5xhQd/LMcK8j+TlRxQgCcP9+0ZbxK1eAtNeTZ5qbA15ewJQpQOvWQJs2qOnphJRfq+43Sh0bIoiIVIEJeiGF8/HKniiUdZ4RVaKLuzpys1N+N1dFfdzLFTP35ncxbtvQGhceJKPXf+rJNeu9Koj1iiZYW0a1wagtpd9IKL4eduHvd5+Wdm/tf2JWJ7xIL3kGbV1gaWKAfeN9ijwX7OOIsFP3IUJ+/cn7e7hvvA8GbTpb5LmDk3yLLPUGAMveK3u5risLulVLb5TqFOztCC8ljUUv/J0+PrOj7OfZPZvKJgKsyLJzRFpJEIB//nmTiBck5f++niDRyAjw8ABCQoA2bfIT8qZNgderAEREACMalX54RXFMORFRyZigF1K0S2vlMuKCC/nKXhq+WddbM4QUWie7sOqaOK4i9At1WfdpZIMLD5KVWs8PVgXIujVXhqONKeJfZKBTs9pY/fMd2bHLU/y7Z6BX9gzatS2MUNui5Bm0tVnBfBH9POxkqy0UKPiboCcSYe+4t5Puiihvdvriyb+hvp7WJedA/pJ9ylI493aq9WaWenGhDYoMVSLSaM+fF20Zv3gRePJ6/hGxGPjPf4BBg2Qt42jRIj9bLoGbG3D7tvJC09N7M3ydiIhKxgS9kKpoaFHWMTWhBf2n953h6lr2xHrKLsd/6lvCyrTkC4vSbA72Qg1jA7jVf9OaL1LSYP++Le3ww3XFZuYu8OWwVpi886rs8ce9XNHDrS4AYEY3lyL7/jGnE/xWHy/xOMWHaLzXqj5m7/+zUrFpI9mSiCVsm9SpETJy8jDC2xHpFZjFWwDg7WxdoZZiA7Fy/lgU/tijJrbH2bgXWFuBtdE1SWld3AsmdVvc1w0Na5W/vByRxnr5Mr9reuGW8QcP8reJRPkt4d265SfibdoALVsCJmUvbxYRAQQHK/d8bWeX34hPRETlY4JeSOGLPXVJiJUzTZXqVVVPgENT/Mrc3qCmCRL+zSzyXEGyW1jxC/01g9zx/dXKX018EeQhmwVeXmXNdj2lS5MijxvULH2W5oISveNSG9tCK75mta4pac4JC2MD2bKIFUrQBWDXWJ/ydyykq6tthfaXh52liVKWSVNXpc3b2LelHVKSniDY27F6AyKqShkZb5Y3K2gdjy10883JCWjbFpg4MT8Z9/QEalRsWFn9+kBi5e4xA8i/B5CRUf5+RET0NibohRQZg17JYylrmbWClqCmdat/PfPS9PN4e/xyeVQ1CjRqYnu0XX5M7v0LPrUhre0xpLV9hd+veI5X0eTIytTgrbpS9KtU2k2RsiYL00Xy1m8NY/l7aijy+68v5udSUaXVmUgkQtsGptDTwpUXSEfk5OQvZ1a4ZbzY8mZo0wYYMSL/fy8voFbFV+OIiABCQ5U1FlyAlZVINrSdiIgUwwS9EGVeyr3pNlu5o7o3sML+Ce3RsoF6tIJVdqZ6Zd24kFcdC/nWL5Yls5UMrzKf9rgOzhjt56TEmdQLJhh8U6jvQlqjSR31udmjDuq9vgnWoGbZ3T4rcmNDGd9yppZEOkIiAe7cKdoyXnx5szZtgN6933RVt6v4jfLCJk4ENm5UQux40309JuZOucPciIiofEzQCync+mmkRq2MyprxWJUKJttS1476siHoJUT46eCWJd4g2T3WG4Fh55QWw+DWDVCnhjHiX6QX26JYrdlb5yecDW3ejMHt3Ez53ajVTVNbC8Q+TZV7/54t6mJp17oY7uuktBhqmVd+crcQ34aVDwSAzeuJ5pqpUS8cZQr4Tz34Nal4yyGRSggCEBdXtGW8tOXNCmZUd3JSyoQ2ykzKOdkbEVHVYYJeSOExqGWNA6aK2znGG/suP5IlC+piUZ/m8GlUC7/dflLqPoO8GpT4vKNN+ZNPVeSS6s3M/0VfVZGk+vAUP9hZmeDIn4kY3s4RHZrUhk8j5ayjrSl+mOKLXIn8NzVEIhFa11dOd+gA93oY36ERGleyl8LfK3sp/NripWhR3xL7xvuUO4u8pvpquKeqQyAqWcHyZoVaxl3OnwdevcrfbmQEtGr1ZnmzNm0AFxfZ8mbKouxJ36yswG7sRERViAl6IQUXtg1tSp94S25lTQ2tg5rWtcAnAc1VHcZbQl63mhYk6BW5gKlhotxfH2lBgl7sO1Ne1+pl77XA/O9vAngz5j3YpyEAqO2a7lXJSF8MIxX9ZVsf1KpSiX7BpIYlTViniILDtG7IpcaIqlxS0psu6gX/F1ve7FWPHqjZrVt+y3gZy5spgzJbzAtMmABs2KDcYxIRUVFM0AuxtzZFa8eamNWjaaWP5VzHHNcfpRRZa5vUl0iBLvimhvr4wM8J3/zxt+y5elZFxzHLezxDsZ6sS3pFjfB2RMK/mfgnJbP8nanKBLWxr3Qr/E8f+SOjknMQqOswEnVxdl5n5FWghwVRiV6+BC5fLrrWeHx8/jaRCGjWrMTlzZ7ExKBmNYzT7toVOCb//Khlat4cuHVLOcciIqLyMUEvxECsh30T2ivlWFtC2uB6QgrMVNWURzIiUdUtm2dQrHXbXMHP++7yd2U/K9J4OvfdZgq9LynPqoHulT6GhbEBLCowWzxVXD1LxW6EkQ4rvLxZQet48eXN2rUDJk/ObxlXYHkzZYqIUE5yrq8PbN0KDB9e+WMREZH8mD1WEWszQ3Rqqnvdi9WRCKprVVSkPbVw9+avhnF8LRFRtcnJAW7cKNoyfuvWmxnR7Ozyk/CC5c1atwZs1Guej5AQxV/bpQtw9KjSQiEiIgUolKBnZWVh1qxZePHiBczMzLB69WpYWxcd47hnzx7s2rUL+vr6mDBhAjp16gRBENChQwc0bNgQAODh4YEZM2ZUuhBEZRFVoAm9mleBK1M9S2MEuNdTdRikYTiohipLZ87xhZc3K2gZL2l5s7598xNxJSxvVpUiIoD331dsdnWOLSciUh8KJeiRkZFwcXHBlClTcOTIEWzYsAHz58+XbU9KSkJ4eDj279+P7OxsDBs2DL6+vnj8+DHc3NywadMmpRWASBlk66Aroa29f6v6+PVW6bPCl6dgGLM63SwgzcGvDVWWVp7jC5Y3K9wyfuUKkP56WUsLi6LLm7VpAzRsqJTlzapaRAQQGprf+C8vdl8nIlJfCiXoly9fxgcffAAA6NChAzYUu+36559/olWrVjA0NIShoSEcHBxw584dJCQk4OnTpwgODoaxsTHmzZsHZ2fnypeCqJKKL20m/+ve9nmgx5vtclzc1S82sVxBLFJm6FRJ6p9akDrS+HN84eXNClrGL116szZYwfJmoaFvWsabNs1f3FvDVHQyOGNj4JtvmJgTEamzchP0vXv3Ytu2bUWes7GxgYVF/jq/ZmZmSE1NLbI9LS1Ntr1gn7S0NNSuXRtjx47Fu+++i0uXLmHWrFnYv39/me+fnZ2NmJgYuQukjrKysjS+DPKo7nLK/V6vE90uzuZ439O6xNc9e5YCAHjx/IXcx42JicGLF8lFnnv67BliYnJljxNelt+k8cW7tkXe80VGHgAgLy9P5d8bfnflpy71lCd9c2Pn3r17eGFa9M88P1PN4lrFM36r4zle0c/O6N491P78c5jcvAn9588BAIK+PrKbNEFm167IatECmS1aILtx47eXNys86VsVUtb38vDhGvjkk3rIzRVBvltxAoKC/sXChU8BAFXxq6Etv3PFaWu5AJZNU7Fsmqe0cpV2ji83QR88eDAGDx5c5LnJkycj/XW3sPT0dNQoNlupubm5bHvBPhYWFmjcuDHEYjEAoHXr1nj69CkEQSizldHIyKjKL1CqWkxMjMaXQR7VV877AOS/cNXT+xsSiYD/jmgPS9OSZ8i2fRYHIBnWNjZyHPfN+9vE3wGQIttSp3ZtuLo2kT02SkoDkFDm0Vq3dCvy+OmrLAAPIdbXV/n3ht/d4u6XukVd6ilPIgWQv/RfkyZNUKeGcZHt/EypMHU8xyv82d2/n7/8Wa9espZxUcuWMDYxgXH5r64WyvheKrKEWvPmIkRGWgOwLndfRWnr75y2lgtg2TQVy6Z5KlouhfpzeXp64uTJkwCAU6dOwcvLq8h2d3d3XL58GdnZ2UhNTUVcXBxcXFzw5Zdfyu7U37lzB3Z2dnJ1ASaqDHm6r1fnt7C2hVGZ2wtiYQ93UoS+WPO66ZJ60dhzfEBA/rjybdvyx5J7ewMm2rWsnmLJOdcxJyLSJAqNQR86dCjmzJmDoUOHwsDAAJ999hkAYMuWLXBwcECXLl0QHByMYcOGQRAETJs2DUZGRhg7dixmzZqFkydPQiwWY+XKlUotDFGJKnB9KFQyKy5+MarQxansJczQqXLKuxlEVBKe49VHRATw0UfAixeKvZ7LphERaR6FEnQTExOsW7furedHjRol+3nIkCEYMmRIke2WlpYICwtT5C2JFCZPiixS0szp8iT45e1S0OLPFnSqLPZQIkXwHK8eIiKAUaOA3Nzy9y2Ok8EREWku9oUkguKzuJd/3HwWxvLfC3uz5BsREemaiAigVi1gxIiKJ+fGxsCOHUBmJpNzIiJNxQSdtJ48jYiDWzeAj7MNxnQoLahuKwAAIABJREFUf0mgL4I8sKZHPbne29HGFGM7OOOHyX6Fni079X4zBp0pOhGRLpk4MT8xV6RL+4QJTMyJiLSBQl3ciTSJPK3jVqaGiBzrLdfx+nnUR0zMq/xjl3NokUiEj3sVnbVRWl4X99cHZXpORKQ7Jk4ENm6s+OvYnZ2ISLswQSetp2nDcDUsXJ237L0WaOtUdUsXEZF2i4gAxo0DCq1cJ7cJE4ANG5QfExERqQ4TdCIlEYmA3u525e4nb9d19nDXDCO8HVUdAhFpKEVbzc3NgU2b2GpORKSNmKCT7qjipum/VwbItV95ebdeQRd3ZuhERForIiI/yZaXoSHw3XdMyomItB0niSOtp25dxj0dasp+9mtc6+0dlLTkGxERqa+PPpL/77yNDZNzIiJdwQSdtJ66rQU9yKsBAv6TPwv8jg/avbVdzcKlQvjZEJEyRETIN1P7hAn5Sfzz50zOiYh0BRN00npVmVMpsn66IADrh7bCX8vfLXs/RYMiIiK19skn5e/DCeCIiHQTx6CT9qvCDF1QII0WIEBPTwS9UgLjOuhERNorIgKIjy99OyeAIyLSbUzQSXeoSb7LddA1lwj8XIhIcUuW2GL37tK329jkd2cnIiLdxS7upPVkLdJVkFop1sW97Dj0RAX/c8AzEZEmi4gAGjbMn79CTw/YtatmqRPDmZoCX3xRreEREZEaYgs6aT1Zi7SGNH2aGIgxuVNjBLjXU3UopMGMDXj/lai6RUTkjy+Pj89Pygufd/J/Lv3Ga1gYu7UTERETdNIBBQ3R6pKfl3ejQCQSYWaPptUTDGmlM3M7w8RArOowiHRKRAQwdiyQkZH/uCI3hR0dmZwTEVE+Juikcc5/3KVCFz7qNumaVE3iIO1lZ2Wi6hCIdM4nn7xJzitCJAKWL1d+PEREpJnYB5I0jm0NY9S1NFZ1GBU263WreJM6FiqOhBQl4rwARFSKhw8r/hqRCBg/nq3nRET0BhN0omoysWMjXPi4C/7TwFLVoRARkZIUTARX0c5RNjZAeDjXOicioqLYxZ20XlUuW1aRBlWRSIQ6NTSv5Z+IiEpWfNx5WfT0AKlUgKOjCMuXs9WciIhKxhZ00npvxqCrNAzSAuzgTkSFlTXuXPx6nkZHR2DHDkAiAW7fvoMHD5icExFR6diCTlrvzSzuys/QP/B3xvrov5R+XCIiUn+ljTsXiYC8vOqNhYiItANb0EkHVF27p6WJQZUdm9QP54gjosIcHCr2PBERUXmYoJPuYBd3qiQOkyCiwpYvB0xNiz5naspl04iISHFM0EnrveniTkREpDzDhwNhYfnjzEWi/P/DwjjGnIiIFMcx6KT1OEkcKQu7uBMRkD97+yef5I9Bd3AAZ2UnIiKlYYJOWq8qJ4kjIiLdUJCUx8fnn1cKbvrGx+cvtQYwSSciospjF3fSeqLXbehsQafKEnGhNSKdVLDeeXx8/uPi55OMjPzknYiIqLKYoBMRVVDjOuaqDoGIqlFZ650XKG3JNSIioopggk5ab2aPpgAAazNDFUdC2uKHyb6qDoGIqpE8yTeXViMiImVggk5ab5BXAzxYFQBjA7GqQyFN97qHux5niyPSahERQMOGgJ5e/v/W1mXvz6XViIhIWZigExERkc4pnoRHRLx5vmC8uSDk///qFWBYrBNWwX06Lq1GRETKxFnciYjkVLzd3M7SWCVxEFHlFCThBePKC8/EXtJ489xcwMYGMDfn0mpERFS1mKATESlg11hvONc2U3UYRKSAkpLwgpnYSxtvnpwMPH9e9bEREZFuU6iLe1ZWFqZMmYJhw4ZhzJgxSE5OLnG/5ORkdO/eHdnZ2RV6HRGROhrezhEAoK8ngrezDepYsAWdtI8unONLS8ILWsdLwkngiIioOiiUoEdGRsLFxQU7d+7Ee++9hw0bNry1z++//47Q0FA8L3S7WZ7XERGpqwW9XXF32bvQF3P6DtJeunCOLysJX748f9K3wjgJHBERVReFrjIvX74Mf39/AECHDh1w9uzZtw+sp4ctW7bAysqqQq8jIlJXIpEIhvpMzkm7aeI5vrQJ30pTVhI+fHj+pG+OjvkTwXESOCIiqk7ljkHfu3cvtm3bVuQ5GxsbWFhYAADMzMyQmpr61ut8fd9eJzgtLa3c1xEREVH10IZzfFkTvpWWVBc8XzDmvPikb8OHMyEnIiLVKDdBHzx4MAYPHlzkucmTJyM9PR0AkJ6ejho1asj1Zubm5hV+XXZ2NmJiYuQ6vrrKysrS+DLIQ1fKCZRcVm0su658prpSTkB3yqot5XR1da3S46vjOb6in92sWY2QkVF0DbSMDGDWrBx4esaV+jpPT+Cnn4o+V9VfGW35XpZEW8umreUCWDZNxbJpntLKVdo5XqFZ3D09PXHy5Em4u7vj1KlT8PLyqrLXGRkZVfkFSlWLiYnR+DLIQ1fKCRQt6/s+EthaGsPVtbGKo1I+XflMdaWcgO6UVVfKWRVUfY6v6Gf35Elpzxuq3XdAm7+X2lo2bS0XwLJpKpZN81S0XAoNphw6dCju3buHoUOHYvfu3Zg8eTIAYMuWLTh27FiFX0ekyRb3a4GJHbUvOSci3aRp53jOuk5ERNpEoRZ0ExMTrFu37q3nR40a9dZz0dHR5b6OiIiI1IOmneOXLy86Bh3grOtERKS5OB0xERERaSzOuk5ERNpEoRZ0IiIiInXBWdeJiEhbsAWdiIiIiIiISA0wQSciIiIiIiJSA0zQiYiIiIiIiNQAE3QiIiIiIiIiNcAEnYiIiIiIiEgNiARBEFQdRFmuXbsGIyMjVYdBRERUrfT19dGkSRNVh1GleI4nIiJdVdp5Xu0TdCIiIiIiIiJdwC7uRERERERERGqACToRERERERGRGmCCTkRERERERKQGmKATERERERERqQEm6ERERERERERqgAk6EQEAuKADaZq8vDx+b7VYXFwcvLy8kJ2drepQlCYjIwMTJkzAsGHDMHr0aCQnJ6s6JKVITU3F+PHjMWLECAQGBuLq1auqDknpfvvtN8yYMUPVYSiFVCrFwoULERgYiODgYMTHx6s6JKW6fv06goODVR2GUuXm5mLWrFkYNmwYBg0ahGPHjqk6JKWRSCSYN28egoKCMHz4cDx8+FDVISndixcv8M477yAuLk6u/ZmgK8mtW7eQlpYGIP8Pn7Y6d+4cnj59quowqlxERAQiIiLk/kXSVMePH8f8+fNVHUaV27FjB7Zu3YrY2FhVh1LlvvvuO6xZswaHDx9WdShVatOmTVi6dClOnDih6lCoCqSlpWH16tUwNDRUdShKtWfPHri5uWHnzp0ICAjAhg0bVB2SUmzZsgXe3t7YsWMHVq5ciSVLlqg6JKVatmwZPvvsM625vjt69ChycnKwe/duzJgxA6tWrVJ1SErz9ddfY/78+Vp1Yw8AfvjhB1hZWWHnzp34+uuvsXTpUlWHpDTHjx8HAOzatQsffvghVq5cqeKIlCs3NxcLFy6EsbGx3K9hgl5JZ8+eRWhoKMLCwjBlyhTExcVBT0/7qvXq1asYOnQoDh06hB9++AEZGRmqDqlKpKenY+rUqYiJiYFIJMJ///tf/P777wC088ZLfHw8vv/+e9y9excikQgSiUTVISlVWloaJkyYgNu3bwMAwsLCcPfuXRVHVTXS09MxefJkPHjwAJ07d8amTZtw8uRJVYeldDk5OVi2bBlevnyJUaNGIScnR7aNrenaQRAELFiwANOnT4eJiYmqw1GqkJAQTJgwAQCQmJiIWrVqqTgi5QgJCUFQUBCA/NYwIyMjFUekXJ6enli0aJGqw1Cay5cvw9/fHwDg4eGBmzdvqjgi5XFwcMD69etVHYbS9ezZEx999JHssVgsVmE0ytW1a1fZDQdt+rtYYPXq1QgKCkKdOnXkfo1+FcajEyIjIzFo0CD06tULGzZswA8//IBp06apOiyl++WXXzBmzBj4+vri8OHDyMzMhKmpqarDUhqJRAKxWAwDAwOYm5tj+vTpsLa2ho2NDdasWQN/f3+tuPFSUM4CgiCgR48eWLt2Lb7++mut+YNfuJw1atTA9OnTUatWLSxcuBA2NjYqjq5qZGZmwtLSEtOmTUPNmjUREBCA3NxcVYeldGKxGDk5OejatSt27twJiUSC+Ph4jB07FiKRSNXhUQXt3bsX27ZtK/KcnZ0devXqhWbNmqkoKuUoqWwrVqyAu7s7Ro4cibt372LLli0qik5xZZUrKSkJs2bNwscff6yi6CqntLL16tUL58+fV1FUypeWlgZzc3PZY7FYjLy8POjra35a0KNHDyQkJKg6DKUzMzMDkP/Zffjhh5g6daqKI1IufX19zJkzB7/99hvWrVun6nCUJioqCtbW1vD390dYWJjcr9P838RqlpmZibi4ONSrVw9isRi2trbw8PAAACQnJ8t+1nQF5axbty5q1aoFkUiEv//+GxEREWjevDkmTZqE0aNHo1u3bpBKpRqbvGZlZWHt2rUwNzdHs2bN4Ofnh7y8PLx48QKWlpbo0aMHoqKisH37dowcORKCIGhkElC4nC4uLggICEBmZiZu376Nzz77DAMGDEBoaCiGDRuGrl27qjpchRUup6urKzp06IBGjRrhq6++gkgkws8//wwTExPUq1cPISEhGv3dBfK7gwFAUFAQkpOT0alTJ9SoUQMAcPr0abRr1w4AtKqcBUNsrl+/jmbNmqFDhw6YOnUqcnNzMWnSJI0vq64ZPHgwBg8eXOS5bt26Yf/+/di/fz+SkpIQGhqKiIgIFUWouJLKVmD79u2Ii4vDuHHjcPTo0WqOrHJKK1dsbCymT5+O2bNno23btiqIrPLK+sy0ibm5OdLT02WPpVKpViTn2u7x48eYNGkShg0bhj59+qg6HKVbvXo1Zs6ciSFDhuDIkSNa0RC4f/9+iEQinD17FjExMZgzZw42btyI2rVrl/k6XsVUwIkTJ9C/f398//33mDp1KjIzMzF+/HjY2dkBAJ49e4YmTZqoOMrKK17Ox48fIzs7G3fv3sW4ceMwY8YMhIaG4rPPPgMAjb0YzsrKwrp162BiYoIePXpg06ZNuHv3LvT09HDq1ClZ6+PIkSNx7949SCQSjU3OC8rZs2dPhIWF4fjx40hNTYWzszMOHDgAQRAQExOD9u3bqzpchRX/PDdu3IirV69i0KBBEIlEeP78OU6fPo2BAwfiu+++Q2ZmpsZ+dwtcvHgRYWFhyMzMhIuLC7p27QqxWIw7d+4gLy8Pnp6eADR/eEbhctrZ2cHMzAy//vormjRpglq1amHx4sU4duwYsrOzNf4zpfzJuMLDwxEeHo7atWvju+++U3VISrN582Z8//33AABTU1Ot6bX0119/4aOPPsJnn32Gd955R9XhUDk8PT1x6tQpAMC1a9fg4uKi4oioPM+fP0doaChmzZqFQYMGqTocpfr++++xefNmAICJiQlEIpHW/G2MiIjAjh07EB4eDldXV6xevbrc5Bxggi633Nxc/Pzzz5g/fz7mz58PX19fhIWFycY8Pnr0CLm5uWjatCnOnz+PP/74Q8URK6Z4Odu3b4/du3ejbdu2ePjwIV6+fAkA6N69O9zc3PD8+XMVR1xxSUlJAAADAwPcuHED/fv3R/PmzTFq1CicOHECHTt2xKVLl3DmzBkAwMOHD9GwYUON+2NRUjldXV3xwQcf4PTp07h58ybCw8Nx5coVfPvtt3Bzc8PXX3+t4qgrrrTPc/To0fj111+RmJiI3Nxc9OzZEwYGBkhNTUWXLl007vME3pQVAO7duwdzc3M4OTnh888/B/AmEY+Pj8fgwYNx584dWT1oktLK+emnnwLIb0mvXbs2YmNjIZFIkJCQAG9vb60b90raZ+DAgTh06BCCg4MxY8YMrFixQtUhKcVnn32GnJwcLF++HMHBwbJx9qSeunXrBkNDQwQFBWHlypWYN2+eqkOicmzatAmvXr3Chg0bEBwcjODgYGRlZak6LKXo3r07bt++jeHDh2P06NH4+OOPdf58LhI4q06pHj9+jOjoaPj4+KBBgwZYvXo1HB0dMXLkSCQnJ2PIkCGYN28eunTpgoiICJw5cwbOzs64desWxo4dC29vb1UXQS7ylHP58uW4ePEiEhMT4eLigpiYGEilUqxevVpjWqyePHmC9evX48WLF+jUqRP8/Pxw7NgxZGZmYty4cQCAhQsXolOnTtDT08OZM2dw//59WdfZNm3aqLgE8pG3nJ07d0aTJk1Qv359APlJXUJCAnx9fVUZvtwqUs5//vkHcXFxePr0KTIzMxESEoIOHTqouATyK1zWzp07w9fXFzVq1EBSUhJsbW3Rt29fhIWFoVGjRgCAWbNm4fTp02jZsiWCgoI0pkVLnnJu3rwZjRs3xtGjR3H27Fk8ePAAmZmZmDhxIvz8/FRdBCIiIqJKES/Spmkplejw4cNYtGgRateujRs3biA2Nhaurq44evQorKyscPnyZeTm5uLJkyfo1KkToqKicP36dXTo0AHz589HgwYNVF0EuchTzuzsbCQnJ2P69OmwtLTElStX0KxZM8yYMUOjunxv374dJiYmGDduHK5evYrTp0/DwcEBz549g5GREerVqwcA2Lp1K6ZOnQo/Pz/UqVMHkydPliWxmkCecopEInz99dcICQkBkL+etLW1NRwcHFQbfAXIU05BELB9+3YsWLAArVq1gpWVFaZOnQpHR0dVh18hhct65coVnD17Fu3bt4etrS0MDQ2RmpqKI0eOoFevXsjJycHRo0cxYMAAzJ07Fw0bNlR1+HKTp5yHDh1CQEAAnJyc8M4776Bhw4aYNGmSRn13iYiIiErDBL2YO3fuoFatWjhy5AiCgoIwZMgQWFlZ4dSpU2jUqBF8fHxw8uRJGBoa4qOPPkJ0dDS6desGsViMKVOmoHXr1qouglwqUs6pU6fi559/Rvv27dGwYUP4+fmhZcuWqi6CXPbv349t27YhNjYWCQkJGDlyJOzt7VGnTh08ePAAz549Q+PGjXHgwAG8++67uHHjBoyMjODl5QV9fX2NudFS0XL++eefMDExQdu2baGnp6cxvSAU+TwNDQ3h5eUFU1NTODk5qboIciutrLa2trhz5w4ePnwom5Sybdu2WLlyJerXr4+mTZuiU6dOGv87Wlo5V61aBQcHB1lvgbp166oyfCIiIiKl0oyr8mry4MEDTJ8+HWlpaUhISMCVK1cAAA0bNkROTg7OnDmDli1bwt3dHfb29vjkk09kLav+/v6wtLRUZfhyU6Sc9vb2siUeNCWZ+/TTT3Hq1CmMHDkSsbGxOHDggGw26Hr16sHLywuCIMDHxwd2dnaYOnUqdu/ejd69e8PQ0FDF0cuvMuXUpHHYuvJ5AmWXtW7dumjfvj0SExORkpIie82aNWtkSaumlFfRcmrSjRYiIiKiiuCaCq9JpVLs27cPaWlp2Lp1K+bOnYuBAweifv36uHnzJho0aIC8vDykpqaicePG2LFjB7p27YrevXurOvQK0ZVyAkBqaioCAwPh5uaG4cOHo06dOjh8+DB69+4NV1dXWFtbIz09Hba2tpg5cyb+/fdfuWZWVDcsp3aVEyi/rDY2NsjOzoapqals6T8fHx9Vh11hulJOIiIiInlpRlNoNRAEAaampoiIiMCFCxeQkpKCiIgIZGVloWXLlggNDUVqaipMTU3h4uKCJUuWaGTSqivllEql6N69O9zd3QEAP/74Izp06ICJEydi+fLl+Pvvv3H27Fm8evUKmZmZ0NfX18hkjuXUrnIC8pX1zJkzSElJgVQq1ah5IArTlXISERERVQQT9NfEYjECAwNhb2+PgIAAfPrpp7C3t4eJiQmys7MxceJE1KlTB/r6+tDkie91pZx6enrw9fWFubk50tLScPv2bTRv3hyBgYHw9fXF7t27ERMTg08++QQmJiaqDldhLKd2lROoWFmNjY1VHa7CdKWcRKT9Vq1aheDgYPTs2RMdO3ZEcHAwPvzwQ5w/fx7Tpk2r8vePjY3FxYsXAQDTpk1DTk5OhV5fnau3pKSk4NChQwCAsLAw/Pnnn4iKipIto0lE7OJehI2NDQCgb9++OH36NA4ePIiAgAAcPHgQkydP1pqulbpSzgJPnz5F+/btkZqaimXLlqFJkyaYMWMGDAwMVB2aUrGc2lVOQHfKqivlJCLtNHfuXABAVFQU7t+/j5kzZwIAzp8/Xy3v/+uvv6JWrVpo06YNPv/882p5T0XFxsYiOjoaffr0wdixYwEAf/31l4qjIlIvTNBLYGJiggEDBmDHjh0ICAjAoEGDVB1SldCVcl68eBFhYWG4desW+vXrh759+6o6pCrBcmofXSmrrpSTiHRPfHw8PvjgAyQnJ6NTp06YMmUKYmNjsWzZMgCAlZUVVqxYAQsLC6xatQqXL18GAPTu3Rvvv/8+5s6di5SUFKSkpGDz5s345ptvcPHiRQiCgJCQEHh6euLAgQMwMDCAm5sbpk6dip9++gmPHz/G/PnzkZubC2NjY3z++ed4/vw5Vq1aBalUilevXmH+/Pnw9PQsMe7w8HDs27cPtWrVgkgkwpgxY/DPP//IbkBkZ2fj3XffRXR0NC5cuIAvv/wSAJCVlYXVq1fDwMAAM2bMQN26dfHo0SP85z//weLFi7Fp0ybcuXMHu3fvxtWrV9GrV6+33vfw4cMQiUTo1asXRo4ciV9//RVff/019PX1Ub9+faxZs0ZjJiwmUgQT9FJ07NgR/v7+GjXLtSJ0oZwGBgaYOnUqQkNDNWZ2a0WwnNpHV8qqK+UkIt2TnZ2NDRs2QCKRoGPHjpgyZQoWLFiAFStWoHHjxti7dy+++eYbeHh4ICEhAXv27EFeXh6GDRsGb29vAIC3tzdCQkJw8uRJJCQkYNeuXcjOzsaQIUMQHh6O/v37o1atWrI5PQBg9erVGDt2LDp06IAff/wRt2/fxqtXrzBnzhw0bdoUhw4dQlRUVIkJelJSkixRBoCBAweWWcZ79+5h7dq1sLW1xaZNm/Dzzz+jT58+ePDgAb799luYmJiga9euSEpKwvjx47Fr1y4EBgbi6tWrRY7z119/4ccff8TOnTshEokQEhICPz8/HD58GCEhIQgICMD333+PtLQ01KhRo7IfDZHaYoJeBm1OWgvT9nIOGDBAJyaYYjm1j66UVVfKSUS6p0mTJrIbj/r6+ZfdcXFxWLx4MQAgNzcXTk5OiIuLQ+vWrSESiWBgYICWLVsiLi4OAGRLS969exe3bt1CcHAwACAvLw+JiYklvu/ff/+NVq1aAYCslfrSpUvYsGEDjI2NkZ6eDnNz8xJfm5iYWCTuguMUVnieIltbWyxfvhympqZ4+vSpLOl3cHCQvUft2rWRnZ1dZl3dvXsXiYmJCAkJAQC8fPkSDx8+xLx587B582ZERkbC2dkZXbt2LfM4RJqOCTppPV258Gc5tY+ulFVXyklEuqekv29OTk5YvXo17OzscPnyZSQlJcHIyAhRUVEICQlBbm4url69iv79+xc5hrOzM9q1a4elS5dCKpViw4YNaNCgAUQiEaRSaZH3aNSoEW7cuIH27dvjhx9+wMuXL2WTsTVq1Ajr1q3DP//8U2LMjo6OuH//PjIzM2FoaIjbt28jICAARkZGSEpKAgDcunVLtv/8+fNx9OhRmJubY86cObLkvaSy6+npvRVrAWdnZzRu3BjffPMNRCIRtm7dChcXF+zevRtTpkyBjY0NFi5ciN9++01WN0TaiAk6EREREVE1WbRoEebMmQOJRAIAWL58OZycnHDhwgUEBgYiNzcXPXv2hJubW5HXde7cGRcuXMCwYcOQkZGBrl27wtzcHC1atMCaNWvQqFEj2b6zZ8/GwoULsXHjRhgbG2Pt2rXIy8vDxIkTYWNjg7p16+Lff/8tMT4rKytMmjQJI0aMgJWVFXJzcwEA/v7+iIyMxNChQ+Hm5gYzMzMAQL9+/TBkyBDUqFEDtWrVwrNnz0otu4ODA+7evYutW7e+ta1Zs2bw8fHB0KFDkZOTA3d3d9ja2sLd3R2jRo2ClZUVzMzM0LFjx4pUN5HGEQmavJYWERERERFVmWnTpiEoKAjt2rVTdShEOoFTIBIRERERERGpAbagExEREREREakBjkEn0iHnz5/H1KlT0bhxYwiCgLy8PIwcOVI2w+uPP/6Ijz/+GL/88gtsbW2xatUq3Lp1C0lJScjKyoK9vT1q1qyJ2bNno2/fvm+Nj9u6davWrwpARERERFRVmKAT6Rhvb298/vnnAID09HQEBwfDyckJrq6u2Lt3L0aMGIE9e/ZgypQpmDt3LgAgKioK9+/fx8yZMwEACQkJaNy4McLDw1VWDiIiIiIibcMx6EQ6zMzMDIGBgfj555/x6NEjvHz5EuPGjcPBgwdls7YSEREREVH1YAs6kY6zsbHBrVu3sG/fPgwcOBAWFhbw8PDAb7/9Juv6XpK//voLwcHBssdubm6yFnciIiIiIqo4JuhEOi4xMRF16tRBVFQU6tevj+joaLx8+RI7duwoM0FnF3ciIiIiIuVigk6kw9LS0rB3714MGjQILVq0wLp162TbevTogTt37qBZs2YqjJCIiIiISHcwQSfSMefOnUNwcDD09PQgkUgwZcoUREVFYfDgwUX2GzRoECIiIrB06dISj1O8izsArFixAvb29lUWOxERERGRNuM66ERERERERERqgLO4ExEREREREakBJuhEREREREREaoAJOhEREREREZEaYIJOREREREREpAaYoBMRERERERGpASboRERERERERGqACToRERERERGRGmCCTqQmcnNz4efnhw8++ECu/R89eoQpU6ZUcVQVk5CQgFatWpW73969exEREQEAiIyMRFhYWFWHRkREJJeEhAS4urqiX79+sn99+/bFvn37KnysEydO4IsvvgAAHDt2DMuWLSv3vcs6j4btCxmBAAAgAElEQVSHh6Np06a4du2a3DF8+eWXOHr0qNz7V4e5c+fi22+/LXOf1NRUjBw5Uva4X79+ePXqVVWHRqRy+qoOgIjy/fbbb2jWrBlu3ryJuLg4NGrUqMz9ExMT8ffff1dTdMp1+fJlNGnSBAAwdOhQFUdDRERUlLGxMQ4ePCh7/PTpU/Tu3RstWrRAs2bN5D7OjRs38PLlSwBAly5d0KVLl0rFtWvXLvTp0wfbtm2Dh4eHXK85f/48GjduXKn3VYWXL1/ixo0bsseFPw8ibcYEnUhNREZGolevXnBwcMC2bduwZMkSnD9/HkuXLsXhw4cBQPb44MGDmD9/Pp4+fYrRo0fj22+/xdGjR/Hll19CKpXCzMwM8+bNg7u7O/Ly8rB27VqcOHECYrEYrVq1wv/93/9BJBJh1apVOHv2LMRiMdzd3TFv3jyYm5ujc+fOcHd3R2xsLKZPn46VK1cWeezu7o4lS5bg8ePHyM3NRUBAAMaPH1+kPM+fP8fChQvx4sULJCUloX79+vjf//6HK1euIDo6GqdPn4axsTGSk5Px77//YuHChbh37x6WLFmClJQUiEQihIaG4r333sP58+fx+eefw97eHvfu3UNeXh4WL14MLy8vVXxURESkY2xtbeHo6IgHDx7AwcEBixYtQnx8PFJSUmBmZoZPP/0Uzs7OCA4OhqWlJe7fv49evXph165dkEgksLCwgKOjI3755Rds3rwZ165dw9q1a5GTk4OkpCS0b98eK1asKDOG8+fP4+XLl5g1axa6deuGx48fo169egCA4OBgDB8+HD179izy+MWLF7h58ybWrFkDsVgMb29vLF68GHfu3IFIJIK/vz+mT58OfX19XL9+HcuWLUNmZiYMDAwwe/Zs+Pj44NKlS1izZo3s+alTp6JDhw6IiorCvn37kJmZCXNzc/Tv37/I4/DwcOzduxeRkZGQSqWwsrLCggUL3mqA2LdvH3bv3o3c3Fy8fPkSY8aMwbBhwzBv3jxkZWWhX79+iIqKQvPmzXH27FlYW1vjq6++wpEjRyAWi+Hk5IQFCxagdu3aCA4OhoeHB65cuYLHjx/Dx8cHS5cuhZ4eOw2TBhGISOXu3bsnuLm5CcnJycL169cFd3d3ITk5WTh37pwQEBAg26/w48I///XXX0L79u2Fhw8fCoIgCGfOnBF8fX2F1NRUYdu2bcLw4cOFzMxMQSKRCB999JFw4MAB4YsvvhAmT54s5OTkCBKJRJg7d66wYMECQRAEoVOnTsKXX34pe9/ij4ODg4Vjx44JgiAIWVlZQnBwsHDkyBHh0aNHgoeHhyAIgrB161Zh8+bNgiAIglQqFT744APh22+/FQRBEObMmSN88803giAIwrp164TFixcLubm5QpcuXYRffvlFEARBePLkieDv7y9cuXJFOHfunODq6ircvn1bEARB+Pbbb4Xhw4cr8yMgIiISBEEoci4rcOXKFaFNmzZCYmKi8NNPPwlLly6VbVuwYIGwZMkSQRAEYcSIEcK8efNk2wrOcYIgCPv37xfGjh0rCIIgTJs2TTh37pwgCIKQlpYmtGvXTrhx40aJ713gww8/FFatWiUIgiCMGTNGWLNmjWzbiBEjhJ9++qnEx4V/nj17trB06VJBKpUK2dnZQmhoqLB582YhJydH8PX1FY4fPy4IgiDcuHFD6N27t5CcnCz4+PgI165dEwRBEO7evSu0bdtWePjwobB//36hTZs2Qmpqqqx8hR+fP39eGDZsmJCRkSEIgiD8/vvvQs+ePQVBeHMdkJaWJgwZMkRITk4WBEEQrl69Kit/8bpwcXERXrx4Iezbt08IDAwU0tPTZXUcGhoqK+uHH34oSCQSITU1VfDz8xPOnj1bYn0SqSu2oBOpgcjISHTq1Ak1a9ZEzZo10aBBA+zZs0fu7mvnzp2Dt7c37O3tAQA+Pj6wtrbGzZs3cebMGfTr1w/GxsYAgP/9738AgEGDBmHatGkwMDAAkH+3fdKkSbJjtm7dush7FDzOyMjAxYsX8fLlS9m4uoyMDNy5cwfu7u6y/d9//31cunQJW7ZswYMHD3Dv3j20bNmy1DI8ePAA2dnZ6N69O4D81oru3bvj999/R7t27WBnZwdXV1cAQPPmzXHgwAG56oaIiKiiClpuAUAikaBmzZpYu3Yt6tWrh3r16sHe3h7h4eGIj4/HhQsXiowbL37+LMmqVatw6tQpbNq0Cffv30d2djYyMjJgZWVV4v5JSUk4duwY9u/fDwB47733sGjRIkyaNAmmpqZyl+vUqVOIjIyESCSCoaEhgoKCsG3bNvj6+kJPTw8dO3YEALRo0QKHDh3CyZMn4eDgIDt/N2nSBJ6enrhw4QJEIhGaNm0Kc3Nz2fELPz5x4gTi4+MRFBQk2/7q1SukpKTIHpuZmWHTpk04efIkHjx4gDt37iAjI6PcMgwYMEBW7pEjR2LTpk3IyckBAHTq1Al6enowNzeHo6OjbIgBkaZggk6kYhkZGTh48CAMDQ3RuXNnAEBaWhp27NiBVq1aQRAE2b65ubklHkMqlUIkEhV5ThAE5OXlQV+/6K/58+fPIZVK33qNVCotcvziJ/yCx1KpFIIgYNeuXTAxMQEAJCcnw8jICP/++69s/7Vr1+LPP//EwIED0a5dO+Tl5RUpS3ESiaTUMgCQ3WAAAJFIVOaxiIiIKqP4GPTCdu7ciT179mD48OHo06cPrKyskJCQINsuT8I8YsQING3aFP7+/nj33Xdx/fr1Ms9re/bsAQBMmDABQP65OC0tDQcOHMDw4cMBQKHrBalUiry8PIjF4rfOwXfv3i3z3GxgYFDqtULBsfv164dZs2bJHj979gyWlpayfZ48eYLAwEAMGTIEXl5e6NmzJ44fP15qPZRVhgK8XiBNxwEZRCp26NAhWFlZ4ffff0d0dDSio6Nx9OhRZGRk4MqVK0hMTMSLFy8gCAKOHDkie51YLJadgH18fPDHH3/g0aNHAICzZ8/i8ePHaNmyJXx8fHD48GHk5ORAKpVi0aJFOHLkCPz9/REZGYnc3FxIpVJERETA19e33HjNzc3h4eGBLVu2AMi/Gz506FAcO3asyH5//PEH3n//fbz33nuwsbHBmTNnIJFIZLEXPpkCgLOzM/T19fHrr78CyJ+Q55dffkH79u0VrFkiIiLl++OPP9C/f38MHjwYTk5OiI6Olp3fiivpfPfq1SvcuHEDM2fORPfu3fHkyRM8fPgQUqm0xGNIJBLs3bsXixcvll0nnDhxAuPGjcP27dshCIKs1xwA/PXXX4iNjS0xBj8/P+zYsQOCICAnJwd79uxB+/bt4ezsDJFIhNOnTwMAbt26hffffx8tW7bE/fv38eeffwIA7t27h4sXL6Jt27bl1pOfnx+OHDmCZ8+eAcjvLfj+++8X2efmzZuwtrbGxIkT4efnJ0vOJRIJ9PX1IZFI3kqw/f39sX//fllLe3h4ONq0aQNDQ8NyYyLSBGxBJ1KxyMhIjBo1CmKxWPZcjRo1EBwcjN9++w1BQUEYOHAgateujY4dO8pmNG3cuDGMjIwwaNAg7N27F//3f/+HyZMnQyKRwNjYGJs2bYKFhQWCgoLwzz//YMCAARAEAW3btkVwcDDy8vKwevVqvPfee8jLy4O7uzsWLFggV8yffvopli5dij59+iAnJwe9e/dG3759i7QgTJo0CWvWrMEXX3wBAwMDeHp64uHDhwCADh06YNWqVUWOaWBggA0bNmDZsmVYv349JBIJJk2aBG9vb5w/f76y1UxERKQUoaGhWLhwoWzZNQ8PD9y9e7fEfb29vTFz5kwsXboUbm5uAPLP8WPHjkX//v1hamoKW1tbeHp6Ij4+XjZUrbDjx49DKpWiT58+RZ4PCQnB9u3bcfLkSUyYMAFz587FyZMn4ezsXKSbfefOnfHf//4Xubm5mD9/PpYtW4Y+ffogNzcX/v7+GD9+PAwNDbF+/XqsWLECa9asgYGBAdavXw8bGxt88cUXWLp0KbKysiASibBy5Uo4OTnh6tWrZdaTn58fxowZg9DQUIhEIpibm+PLL78s0vrt6+uLffv2oWfPnhCJRGjbti2sra0RHx8PR0dHuLu7IyAgQLY0K5A/RO/x48cYPHgwpFIpHB0d8emnn5bzqRFpDpHAfh9EREREREREKscu7kRERERERERqgAk6ERERERERkRpggk5ERERERESkBpigExEREREREakBJuhEREREREREakDtE/R79+4p5TgPHjxQynF0Heux8liHysF6rDzWoXKwHhXHc7x6YT1WHutQOViPysF6rDxV1KHaJ+h5eXlKOU5mZqZSjqPrWI+VxzpUDtZj5bEOlYP1qDie49UL67HyWIfKwXpUDtZj5amiDhVK0KVSKRYuXIjAwEAEBwcjPj6+yPbo6GgMHDgQgYGB2LNnj+z5zZs3IzAwEAMGDMDevXsrFzkRERERERGRFtFX5EVHjx5FTk4Odu/ejWvXrmHVqlXYuHEjACA3NxcrV67Evn37YGJigqFDh6JTp064f/8+rl69isjISGRmZuK7775TakGIiIiIiIiINJlCCfrly5fh7+8PAPDw8MDNmzdl2+Li4uDg4ABLS0sAgJeXFy5duoTbt2/DxcUFkyZNQlpaGmbPnq2E8ImIiEjZpFIpFi1ahNjYWBgaGmLZsmVwdHSUbY+OjsZXX30FfX19DBw4EEOGDAGQ31MuOjoaubm5GDp0KAYPHqyqIhAREWkkhRL0tLQ0mJubyx6LxWLk5eVBX18faWlpsLCwkG0zMzNDWloa/v33XyQmJmLTpk1ISEjAhAkT8PPPP0MkEpX5XtnZ2YiJiVEkzCKysrKUchxdx3qsPNahcrAeK491qBxVWY+urq5VctzysKccERGRaiiUoJubmyM9PV32WCqVQl9fv8Rt6enpsLCwgJWVFZydnWFoaAhnZ2cYGRkhOTkZNjY2Zb6XkZGRUi5QYmJiVHaho01Yj5XHOlQO1mPlsQ6VQxvrkT3liIiIVEOhSeI8PT1x6tQpAMC1a9fg4uIi29aoUSPEx8cjJSUFOTk5uHTpElq1agUvLy/8/vvvEAQBT58+RWZmJqysrJRTCi0nkQo4FvMU647dw7GYp5BIBVWHREREWqy0nnIF20rrKXfz5k188cUXWLx4MWbOnAlB4PmqPDzHExFRYQq1oHfr1g2nT59GUFAQBEHAihUrcOjQIWRkZCAwMBBz587F6NGjIQgCBg4cCFtbW9ja2uLixYsYNGgQBEHAwoULIRaLlV0erSORCgj+9jyuPUpBZo4EJoZieNhbIXx0O4j1yh4eQEREpIjq6imn68PYJFIB8397jDvPs5GdJ8BIX4RmtYywrFs9lZzjNbUe1QnrUDlYj8rBeqw8VQxjUyhB19PTw5IlS4o816hRI9nPnTt3RufOnd96Hbu7VdyJ2Ge49igFGTkSAEBGjgTXHqXgROwzdHG1VXF0RESkjTw9PXH8+HH06tWrzJ5ypqamuHTpEkaPHg0jIyNs374do0aNwrNnz+TqKafrw9iOxTzF3eSHyMrLbzXPyhNwNzkXT/VsVHKO19R6VCesQ+VgPSoH67HyVFGHCiXoVH1uJb5C5uvkvEBmjgS3E18xQScioirBnnLVg+d4IiIqjgm6mnOzqwETQ7GsBR0ATAzFaG5XQ4VRERGRNmNPuerBczwRERWn0CRxVH06Nq0DD3sriCQ5gCCF6esx6B2b1lF1aERERFQJPMcTEVFxTNDVnFhPhPDR7VD73iFYJZzG+qGtOEEcERGRFuA5noiIimMXdw0g1hPBNOU+TFPuc0waERGRFuE5noiICmMLOhEREREREZEaYIJOREREREREpAaYoBMRERERERGpASboRERERERERGqACToRERERERGRGmCCTkRERERERKQGmKATERERERERqQEm6ERERERERERqgAk6ERERERERkRrQV3UAVHESqYATsc9wK/EV3OxqoGPTOhDriVQdFhEREREREVUCE3QNI5EKCP72PK49SkFmjgQmhmJ42FshfHQ7JulEREREREQajF3cNcyJ2Ge49igFGTkSCAAyciS49igFJ2KfqTo0IiIiIiIiqgQm6BrmVuIrZOZIijyXmSPB7cRXKoqIiIiIiIiIlIEJuoZxs6sBE0NxkedMDMVobldDRRERERERERGRMjBB1zAdm9aBh70VRJIcQJDC9PUY9I5N66g6NCIiIqokiVTAsZinWHfsHo7FPIVEKqg6JCIiqkacJE7DiPVECB/dDj4DRiPHrA4+mz+Ns7gTERFpAU4ES0REbEHXQGI9EUxT7sPqn3Po4mrLkzYREZEW4ESwRETEBJ2IiIhIDXAiWCIiYoJOREREpAY4ESwRETFBJyIiIlIDnAiWiIiYoBMRERGpgYKJYGvfOwSrhNNYP7QVJ4gjItIxnMWdiIiISE0UTARrmnIfXVxtVR0OERFVM7agExEREREREakBhRJ0qVSKhQsXIjAwEMHBwYiPjy+yPTo6GgMHDkRgYCD27NlTZNuLFy/wzjvvIC4uTvGoiYiIiIiIiLSMQgn60aNHkZOTg927d2PGjBlYtWqVbFtubi5WrlyJ7777DuHh4di9ezeSkpJk2xYuXAhjY2PlRE9ERERERESkJRRK0C9fvgx/f38AgIeHB27evCnbFhcXBwcHB1haWsLQ0BBeXl64dOkSAGD16tUICgpCnTqcjZSIiIiIiIioMIUmiUtLS4O5ubnssVgsRl5eHvT19ZGWlgYLCwvZNjMzM6SlpSEqKgrW1tbw9/dHWFiY3O+VnZ2NmJgYRcIsIisrSynHUZWMjAwAkJWh+OPqoun1qA5Yh8rBeqw81qFyVGU9urq6VslxiYiISD0plKCbm5sjPT1d9lgqlUJfX7/Ebenp6bCwsEB4eDhEIhHOnj2LmJgYzJkzBxs3bkTt2rXLfC8jIyOlXKDExMRo9IWOqakpgDcXa8UfVxdNr0d1wDpUDtZj5bEOlUMb61EqlWLRokWIjY2FoaEhli1bBkdHR9n26OhofPXVV9DX18fAgQP/v717D4+qyvOF/607SSUBuQQnQlACwagHIfRo27bI5bG9TPc7ChII0+lRsd9uj6KigzCMOrSNt+nBx6a7cXo8yvjSCuJlpvX0030eFZButZnmEjloiBAkXCUxEJKqJFVJ1X7/SKqoSuq2d+3L2nt/P/8oqaq91161a631W2vttVBTUxN/ra2tDfPmzcPLL7+MiooKI5JPRERkWooC9Orqamzbtg233HIL6uvrUVlZGX+toqICzc3NaG9vR2FhIXbt2oUlS5bgpptuir+nrq4Oq1evzhqcExERkf4S15qpr6/HM888gxdeeAHA+bVm3nzzTRQUFKC2thazZ8/GmDFjuNYMERFRnhQF6DfccAM++ugjLFq0CJIk4amnnsK7776Lrq4uLFy4ECtXrsSSJUsgSRLmz5+PsWO5jycREZFZ5LrWDID4WjM333xzfK0ZOY+yERER0XmKAnSn04knnngi6W+J09jmzJmDOXPmpP38xo0blZyWiIiIdKDXWjNcZ6Yf15mxDuahOpiP6mA+5s+IdWYUBehEZA+RqITtjS347GQHLi8rwawppXA5HUYni4g0ptdaM1xnph/XmbEO5qE6mI/qYD7mz4g8ZIBORClFohLqXtqJ+mPt6A5HUOB1Ydr4Edi45GoG6UQWx7VmiIiIjMEA3QY4CkpKbG9sQf2xdnSFIwCArnAE9cfasb2xBXOruK4EWZ+dy06uNUNERGQMBugWx1FQ45i9cf/ZyQ50DwTnMd3hCD4/2cEAnSzP7mUn15ohIiIyBgN0i+MoqDEyNe7N4vKyEhR4XfF7BwAKvC5cVlZiYKqI9MGyk4iIiIzgNDoBpK1Mo6CkncTGvYTkxr1ZzJpSimnjR8ARCQNSFIUDnQyzppQanTQizbHsJCIiIiMwQLe42ChoIo6Cas8KjXuX04GNS67GmIPvYsTxj/CL2um2md5LxLKTiIiIjMAA3eI4CmoMqzTuXU4HCtsPY8SJP2Nu1VgG52QbLDuJiIjICAzQLY6joMZg457I3Fh2EhERkRG4SJwNxEZBC9sPc3EjncQa99fMW4KwvxRrH11mulXcieyOZScRERHpjQE6kUbYuCciIiIiIjkYoBMRERGZVCQqYXtjCz472YHLy0o4W4tyxnuHSEwM0ImIiIhMKBKVUPfSTtQfa0d3OIKCgfVOuF4CZcN7h0hcXCSOiIiIyIS2N7ag/lg7usIRSAC6whHUH2vH9sYWo5NGguO9QyQuBugkhEhUwgcNp7Hug4P4oOE0IlHJ6CQREREJ7bOTHegOR5L+1h2O4POTHQaliMyC9w6RuDjFnQzHaVZERETyXV5WggKvC10JgVaB14XLykoMTBWZAe8dInFxBJ0Mx2lWRERE8s2aUopp40fAEQkDUhSFAx3cs6aUGp00EhzvHSJxMUAnw3GaFRERkXwupwMbl1yNMQffxYjjH+EXtdM5+4xywnuH7E7kx2s5xZ0Mx2lWREREyricDhS2H0Zh+2HMrRprdHLIRHjvkF2J/ngtR9DJcJxmRURERETZiDzqSeYh+uO1HEEnw8WmWV0zbwnC/lKsfXQZZk0pFaIHi4iIiPITiUrY3tiCz0524PKyEtbxpIjoo55kHpkerxVhNgkDdBICp1lRrmINve2fnsUsnGZDj4hIYAyqSC2Jo55A8qgn244kh+iP13KKO+mCU5JIDbGG3tJNe/Gb+rNYumkv6l7ayfuJiEhQok8lJfPgosKkFtEfr+UIOmmOveekllx6z/WYSsnpmkREuRF9KimJJdMsOb1GPVnHW5/oj9cyQCfNcUpSMpfLZXQSTCtbQ68vEsUPXv7vIZ1BG+7465SFbmzcXZIG/yW9voiEJa/8BZ8ePxc/x5XjhuOlv+8/h5TPYL4DkBLSkNexEkgDB5IGHTPi9KCzp1edk2RMgKpvG7gOCQ4Mvabz71En8/oiUQDAmWCo/7gpDht2eNEWCMHncaHIx2qVKJHoU0lJHIMHdN76fG/SgE5s1POTL05BcrpR6POoPurJQSX7EPnxWrYkNCap1cIe0BeJIioB0YHjdoX7APT/W5IwpIUb+2dsCvC57t6kNA1OXmKjNj5rOOE9IYcXX3eGhpxDgpS2df3fX55JGVT995dncEXZ8Pjfwn39DeGvznUPSVviobPlqaIcH3QuSZLiDf/YtUWiEv77yzM42BLA5NIi/PUlI+FyOAY+Iw1JM4D4dR883TnwmoTjnVFET+U+HUv29SQEY2ocMxjqv8f2nzgHQBrIk5SnlE3u72OYxwmfx4me3mj8bz63Ez63E3uaz+IvR85gT/NZ9AzcS13hCPY0n8V/fHwE35gwMn06ZOTIruaz2Hu0Pekce4+24//7czO+MeGCFMdWQKMZ+4MPe7wliC5vpzYny1XSb0/dC1fjaF29/b/hL74KpH3P0a/OodszAuNGFjBAJxokVVB15bjhiEoS1n1wkCOUebDaSG+2AR09Rj05qEQisF1L4mwwjJPtXSkbbrHAQ5LOB2i5kBNjKG0wdvb0B0mfHjsHAAiG+guOz06cD/SSji3F/tP/P8GBQP5ADoFhusAYAI4NNETlKBnmgdftRKjvfFDldTtRMsyDw18H43/rGWgIf/l1l6zj6yEalfDU7xtwqCWAcF8UXrcTk0qLsOrmKjgzVAy9A6NvXwfC8b+1dnShYIQOo5YqiXXuxO5BI13+V8NRMaYInx39GnC54fO4UVFahMvLhiPUF8WhlkDSfQYg/vep4+Tdt+k0pTlHU0sAV6p0Dr309kX4/H42UtJ/Ur8lff8kke0NDqp+tupBbPj4CB7YXM8RyjxYcaQ3l8chtB715CMZJALbBegSJHT2REzXmIqNNIYHAr7Yv/tybVwPvC3ftriSkdJp40dgUmlyUDWptAjTxqcPZqJRCfXH2nGkLYiLR/kxbfyIjIGw1uqPtScFf7Ggr/5YO6pTjJqSNpxOB1bdXIUfPfAwQsNG4f77/mfSvXHxKH/KzqCLR/lVS4Me5yAispLEoMrpdHCEUgVWHOkV4XEIEdJApGgV92g0iscffxwLFy5EXV0dmpubk17funUr5s+fj4ULF2LLli0AgN7eXixfvhyLFy/G7bffjg8++CD/1JMpxIKqos//CwVf/hH3z5mcceQ5Nlq9butBvLn7ONZtPYinft+AqIEjfUfagvEp+DHhviiOtAXTfEIM0aiEPc1n8fae49jTfNbQPFSL0+mAt+0QPId3oHrCBUn3UawzCH39q3L6BmY6ZOoMkkuPcxARWRVX4laHFfNRhJW1RUgDkaIR9Pfffx/hcBivv/466uvr8cwzz+CFF14A0B+IP/3003jzzTdRUFCA2tpazJ49Gzt27MCIESPws5/9DGfPnsVtt92GuXPnqnoxJK5YUIW2Q6iesCLje0UcrTbjqKnSaflmljjCHikai/t+/P/mPfsi1WwOPc5h1e+IiKxHzrPQVhmhNPr5b7Pko5x8SnwcIui9AOt+8oju+Sr66t5kD4oC9N27d+O6664DAEybNg379++Pv9bU1ITy8nIMH96/+NeMGTOwa9cu3HTTTbjxxhvj7+NK1pROptFqowJ0JdP0jSZiR4ce5HQGZZOpk0OPc1gpSGcnBJE1yX0WWo+VuLWW6Zr1YoZ8VPKcfOxxCHR1YW7VWp1TnJwGtZ5zN7ozh8xHUYAeCARQVFQU/7fL5UJfXx/cbjcCgQCKi4vjr/n9fgQCAfj9/vhn77//fjz44IN5Jp2sSsTRai1GZrUmYkeH2WTq5NDjHFb5nuzSCUHGC4T60BUyfkFLuWILirZ09KT8t9zPKxVyeGUf448Hv8beo+3o7j3/LPTeo+34r70ncN3k0UPS2BYIYe2CK/E3P/g1ev2lWP0PS/GtilFoC4RSHk+r2tYAACAASURBVF9Ema65wi8/D5VSIx/VundSyfXeSJWmKBxp06RlmtU+RyQq4f5Ne7H/ZAd6eiMY5nHhirISrKudrkuQruQ3rUQkKuHjpjZ8cboTlWOL8a2KUabohMjle47lYaHPrdtOLYrOUlRUhGDw/LO30WgUbrc75WvBYDAesJ86dQr33nsvFi9ejO9973s5nSsUCqGhoUFJMpP09PSgoaEBYYcXx77qiG9TZhY9of4C9+jR5pT/lvt5pcLhsOJjZEtD7PWROIdxJW40tXQCLg+8bhfGlbgxEudw9Kixz1ZFT34GBz7DaMciHD+ePS2prjmfPJTDH+2Bx+VAOHL+Xve4HPBHg7LOr9a9o6aeUAhSNJr1Xso3zfWHO1Ou2P7p4RO6nGO0Q9v7Xa97saGlBwdPd8bvxVBfFAdPd+K9PV+gqnSY5ufPRy7fcywfXd3FCJyOqLq9ZlVVlWrHsoOuUB+aWsVeGySV2LPEsbQP/rfczyt19JT8nVr+fLgtvgtLTE9vBH8+3IayEQXp03j6C3jwBcpGPIIjbeLt3pJJpmvuGx2RnYd5yTMf1bp3Usn13kiVpp5wJG2atEyz2ufY03wW+06ci9fz3b0R7DtxDm/vOaFLJ7yS37RcZu6Ez+V7juVhxRi/2AF6dXU1tm3bhltuuQX19fWorKyMv1ZRUYHm5ma0t7ejsLAQu3btwpIlS/D111/jrrvuwuOPP45rrrkm53P5fD5VGigNDQ2oqqrCmWAI3Z6A6VZxH+bzAQDKyyek/Lfczyt19Giz4mNkS0Ps9YsnXIwnxk8QcrRajXzPJw/lGDdOwl9ONwyZln9DdaWsvFTr3lHTMJ8PPaFQ1nsp3zRPk85ix5GDSQG0z+3ElRMvwi4dzlFerm3lrde9uOvr4+iNnE36W29EQtDpR3n5OEXH1GvKfC73Uiwfy0YWYNwFhaqnwQjRaBSrV69GY2MjvF4v1qxZgwkTzufB1q1b8atf/Qputxvz589HTU0Nent7sWrVKpw4cQLhcBj33HMP15qxARFnvWkt8zWbd5E2tdnx3hjMDrMZ7TATUG+KAvQbbrgBH330ERYtWgRJkvDUU0/h3XffRVdXFxYuXIiVK1diyZIlkCQJ8+fPx9ixY7FmzRp0dHRg/fr1WL9+PQDgxRdfxLBhYo+ekDHUfI7YrswyLV/kZ5P1WHvAjOsbyKV2I83MvfVmwcVgKVd6lWEi1RWZrjmX2XV2YYf6LRs7dFLYoRNCb4oCdKfTiSeeeCLpbxUVFfH/nzNnDubMmZP0+qOPPopHH31UyemISCHROzpED7T06OQwS0eKXImN6fKRhZg0pgifHVOnkcbeeu1xMVjKlR5lmGh1hVXLbbUxn+zRSWGHTgi9KdoHnYhIDYmBlgRtFmHLV6yTo6D5oyH7rht1DtH3t481ptdtPYg3dx/HL7cdggQJ/s9/i4Iv/4j750zOq2Gdqbee1JFuMdjYa+kWgy0qKuJisDakdTkpYl2hR91gBXbPp1gnRdHn/6VK/SeiWCcE+vr3jvcNdKBZqRNCb/o86U6kssFT3aZeNBz7TpwTYuob5Y7TouQTbSQplVQj3E2tQXggDTTS8pvNwd567em1GKzaC8GGHF4cPXUu7+PpzU4LwSq5RiMX08zEyIVgM6VBz89rcQ69FoLNlgY1zyFnkeGoJKGxNYQTnb24qNiDKWN8cDqU1e963Y/fv6IQq999A9HiC1G78HZMGePD8eNHNT9vvuQsBFvQOxxtJ8Kqnj/dOmsM0Ml0BgcoHpcDHpcTfVFJ2ICFUmOgJZ8Zpnen63hxFo0F2g7lfXw7TBk0ml6Lwaq9EGxLR4++K2irxE4LwSq5RiMX08zEyIVgM6VBz89rcQ69FoLNlgY1z5Hr8dTuhNfzfvR3NAMdzbjxG/+ky/nUIGsh2DF+lJbos3Yap7hTTmJTat9v6jR8Su3gqW7hiIRgOCLU1DfKDadFyWeG6d2xjpdEXrcTrsBpVY5vhymDRrvhhhvg9XqxaNEiPP300/jHf/xHvPvuu3j99dfh8Xjii8EuWrQovhjsv/3bv8UXg62rq0NdXR16evTZD5qsjXUF2YWIj3OQ/jiCTlkl9uaF+qLYceSgoSPUqQKUwThN2hhyV9nlAjLymWHWQboR7pNtTaqdQ/QFEM2Oi8GSSFhXiEGklfStio/+EcAA3ZbkFrCiTalNFaAMJlrAYgdKp2Ux0JLHDNO70zWml74q1mJ2RGQerCuMZYb1T5RK1S42ihk64Ul7DNBtRkkBK1pv3uAAxet2weNyItjVLWzAYgeideRYlVlGktiYJiKyDqvW8enaxRIccED/TmUzdMKT9vgMugD03DIp12dbEtMUiUopnyc1qjdv8POnD8ytxL/93Qw+j2owMzwbbRV237aGiDITfStGMh+r1vHp2sW9oyqyflYLXGOFAI6gG07vKUO5jIanWyU91BcWpjcv1egcR+uMxWlZRETGs/JUZDKOVet4rXcdUYIz0PrZec0DBugG03vKUC4F7OA0hSMSgCiGHduJSG8Y99/3P231I6HccFoWEZHxrDoVmYxl1To+XbtYrV1HSBm7dzRyirvB9J4ylMtWJanS1BuR4JCi8BzewSm1AjNyWiOnZaXH6aZEpBerTkUmY1m1jk/XLvaouOsIyWf37eY4gm4wvacM5bLAVKbexMybm50n0oqYdiHCQiecljWU3XuBiUhfVp2KTMazYh3PXUfEJNoC1XpjgG4wI6YMZStgM+1hHMrh+CIEimowWydDummNnlEV/d83GYLTTYlIT1adikykFSt2PJid3TsaOcXdYCJOGUqXplyDa9FWxFQi1smwbutBvLn7ONZtPYinft8ACeKOeKbrbYwUjTUoRQRwuikR6UvEdgWpg49LkV3k8kiulXEEfRA1VgyUewwRe+7ySZOIK2LKZcbRaC50YpxMv3k9eoHtvNIpEQ2VrQ4XvcwQPX1GMGJ2otlmEmol2/3I+1V9uTySa2UM0BOo8awonze1RqBoxk6GTI8mGMUOlVa237zW001Z5hCRHJnKDBEYlT7R6yu9Bw6s8rhivrLVsXatg/XovBFxAFMvDNATqPGsKJ83FTNQlMuMnQyiLXRil0or229e615gljlEYhMt8EtVZhw83Ym39hxHZ2cnpklnDU1jpjJNK2aor/QeODDjTEItZKtj7VgHi9J5I1rZqiY+g55AjWdF+bxp/s+wi8Cs227EehsLmj8yfDs8UbbI0PqZvVx+81p+LyxziMSVbj0TI58dTllmRCT89tOTeO9QwPA0GlGmiVJfZRIbOEik5cAB17Xpl+1+tGMdLMJaUyKWrWpigJ4gXeEn51lRNY5hBSIFikpYoZNBD5mCXxEqLT0KcKN/82qdn4sPEalPxMAvVZkBAJGB37zRaTSiTBWhvspG74EDvTsERJXtfjS6DWAEETpvRCxb1cQAPYEaKwbafdVBKzF7J4PWsq10L0KlpUcBbvRvXo3zW70nmsgoIgZ+g8sMV4q6zcg0GlGmilBfZaP3wIFZZxKqLdv9aHQbwAgidN6IWLaqiQF6AjW2JuH2JmQX2aY4iVBp6VGAG/2bV+P8Vu+JzhVnEVif3t+xiIHf4DLjb68sg0+gNOpVpibeC1FJwqQx4gdZeg4ccCZhv2z3ox73q2h1kwidNyKWrWriInGDqLFioJ1XHST7yLZgjQhbZOixxRlg/G8+3/Nn6siw6iI3g4my6A1px4iFwLTexUGpxDJjfvUjaDzdKVQatS5TU90LFWP88H/+W0SLSm23pVM6RtdtosiWD1rmk1rllpoLqomwKLGoZataOIJORIrkMsXJ6McERBjFNwOr9kTLGXUQYdEb0pYRM0WMnmGTi8Q0eg5uEzKNakt1LzS1BuGAxMfaSChqlFtaPMZmdPvODGVrPhigE6lEtClIWhNhilM2Vi/A1WLFjgy5DRIRFr0hbRn1zKLRDdlcxNLoObxD2DSqib93Mgs1yi2rPsZmhrJVKU5xJ1KBHafHijDFKRecopedCI8jqE3u3rTpHoew24rFVqbWIy9W3nvXLvh7J7NQo9ziY2zmwxF0IhXYdXqslXsv7Sbf71K0GSRyRx3MMCOE8sMdDyiGv3cyCzXKLas+xmZlDNCJVMDpcmRn2bbcM4LcBglXLLY+7nhAMfy9k1moUW5Z8TE2q2OATqQCEfaEJDKKiDNIlDRIOCPE+vL9jq2+926uRJsxo4Tce8EK16wF5ov28i23uB6P+Sh6Bj0ajWL16tVobGyE1+vFmjVrMGHChPjrW7duxa9+9Su43W7Mnz8fNTU1WT9D5pbqmTw7Sbfdw0lOlyMbyLblnhFyea7e7uUWyafX1o0is+OaK0qu2Q5rFRixdSEpk+96PFaoL810DYoC9Pfffx/hcBivv/466uvr8cwzz+CFF14AAPT29uLpp5/Gm2++iYKCAtTW1mL27NnYu3dv2s+IzA4FbL7UqrjMzCwLphEB539/9Yc7MU06m3e5JuqCS5kaJHYMMih/Vt97NxfpFmD0jKro/71ZkNxrtkvgKncxTjInK9SXZrsGRQH67t27cd111wEApk2bhv3798dfa2pqQnl5OYYPHw4AmDFjBnbt2oX6+vq0nxGVXQrYfKlVcYn6I8kVVwsnM0j8/YX6othx5GC8XFPKjDNI7BhkUP6suOOBXCLOmNGa3Gu2S+DK1cHtwQr1pdmuQVGAHggEUFRUFP+3y+VCX18f3G43AoEAiouL46/5/X4EAoGMn8nkcGsAq3d8oiSZSbq6ulC4ox190Si6wpGM7+2Y9ncAgBVv78OJ9m5IAzFjqC+Kz091YMXb+1A8LHO6Y8d44n9/NuQ1SZIQCEXQ0xvBMI8LRT5XxvenOl6296vx+VSfiUrRIZ9p7QwljZwB/XnVO/k76Bl/9ZBzpstXx18vgbO3O+c05psnuZB7jlzeH+oJwbcvoFoalaQhn+PJPZ+Sey2XNKW6F3NNk1ypPp/vvSH39Wzvz/XznT19acu1xGOkKqccjvRBiCRJcPa0Ay4vxoz8K0SiUXROW6wojbHjZTt/PveW3HIr0zliv2mf2wWfW92lXV7/0TWqHo/yZ/fOWFFnzGhJ7jXbJXDlIx/2YIVOObNdg6IAvaioCMHg+QVRotFoPNAe/FowGERxcXHGz2QSjUro6upSksxBx4miq6sLUQk40HQEcPlQOmYMCj0ONB/+AgBwccUUAED5xMkAgLPd4XgjNkaSgBMnTsLR0x5/PwAcaWpMeYxQTyjp9QkTK3Eq0Iee3ggABxwOB3xuB8ZfMgkOh2PI+9MdL93xY++X+/lcPxOVokPOOWb8ZDiApLFvB4Axo0fD7y0dcs50+Tpi9F/hggJXzteo5Jrk/ltuvuf0fgm4eNIUSJKEI8eOZbwX9Uiz3OPJPZ+Sey2XNKW6F/XKAyXnyPd1ta5xeNmklL+/YHc4foye7p4h5ZTXBYTav4Ijw/168fhxA0eMIByKKE5junIy1HIYjgx5ICdf5ZZbGdM88Jt2eFyIhM07C4goF2acMZMvuddsl8CVj3zYgxU65cx2DYoC9Orqamzbtg233HIL6uvrUVlZGX+toqICzc3NaG9vR2FhIXbt2oUlS5bA4XCk/Uwmk8YW491lVylJZpKGhgZUTrkUtf/+CaSCkYDLjfZQFKOHF2H4p5vhgIQnV7yT9Jk9zWexbuvBpC/T53bCc+g9eNsOJb3/3sWrAWDIMQa/fvuiV7Bu60HA0T/KIgGQ4MDtV01M6lXNdrx0x4+9X+7nc/3M0aPNKC+fkPT+55b/VtajAOny9e6ZkzL2LKtxTXL/Lff4uby/JxTCTx/5Q/82VDnci1qnWe7xlHwPco+RS5pS3Ytq5EE0KuFHD/wGkaKxmP/XNymevppvPmr1PS8ZKIMy/f5iv9HEciocAVA4CpLTlbXszFW6NKYrJ/3H/zKk7M12zHSvyy23MqW5JxTCkyv/D8aPLMC4CwpzuHIi87Ljmityr9kugSsf+bAHK3TKme0aFAXoN9xwAz766CMsWrQIkiThqaeewrvvvouuri4sXLgQK1euxJIlSyBJEubPn4+xY8em/Izetje24P+e6ADcXgDZnz+IfZmDG3D5fJlWnPYUK6BzXUwvXb5areLKJPYsTLZ7MRqVEB41CZGisdjTfNZWeWSE2PPZgctuBVxurNt60HLrTiT+/kJ9qbcfS1VOSQDg8gDQ/tktPaaiyS23iOws1cKudpvmL+fRBjsFrnZ/5MMOrNApZ7ZrUBSgO51OPPHEE0l/q6g4v9/tnDlzMGfOnKyf0dtnJzsGpkyel6nRl64Bl8+XadVpT06nA9UTLsipk4EN49wCkHTBotkX0xNZuo4TKy3sk/j7+/TwCVw58aIhv79U5dRgWj67pddUNDnllt1wO1WKserCrlpTErhy5yASldodMXrc62buWFQUoJvV5WUlGOZxoTshSM/W6FO7AcfR435GNIxFGo3OJQDJdZSd1GPFGS6pxH5/ox0dKC8fel2DyymX04GIJCU9u67ls1tazF4ieey0nararLaNqNlWPzYr7hxEdqHHvW72jkVbBeizppTif1xUgk+PnzOs0cfRY2OINhqdSwCixTRfkTopRGTVGS5yDS6nykcW4g/7v8KhVn0CZi1mL5E8em2nqvZOLb2RaFInfCpq7PiR7hiSJOHomW5090YgSYDDARR4XAhN+zs4MpxT7Z1acjmGVju1qHWNSq5JLq13apGT3kw7bCTuHCTaTi1KjpFLmuTs1KKGfHekEWWnlsGU3o9K0qTGbjKDd8lSmq/pziF3xyjgfB4WeFzwuPTZqcVWAbrL6cCv/q4aW/5y3NBGX7bR41RBFAP4/Ig2Gp1LAJIqWPS4HJAcTnRPuFZ2gC1aJ4WIOMPlvMHlVHX5BboGzFrMssm3bLVTB5de26mqvVNLRMZOLelW5k/1Nzm7A3SHI/ESVZKA7nAEpeMq4Pc6ddupJZdjaLVTi1rXmO2actkJxcidWtJdg9wdNgbvHCTaTi1KjqH2Ti357tiTy3WaZaeWIeVYhvtR7V2C8t1NJtUuWUrzNd055O4YlZiHzqgLvTq1l20VoAP9QfoMgZ85tMMiVUYQcf/DbAHI4GDR43LA43IiOP5qRQG2aJ0UIuIMl/S0fixF647JfMvWTB1cVqTXdqpq79Sy6Ne579TSn8bUuzYo3d1i5g3r8ebu40Nen3nphZhXPW7I+624U4uc8yl9f+z3mO27NmqnlidX/p+cj5lth41UOwfJSbPVd2pJ9Rte+v3MxzfiGrO9rkWZkO1+VHuXoFyPn8+9nmu+5rJjTa5pjuVhxRg/SkuGpf2smtQdp6e8JQVRDmfSIlWkXGw0OpHI+x8C54PF++dMxu0zxuG7U8vQF5WG3Bu9oyqyHwzpOykiRWO1SL5pxQLRedXjUD3hAgbnOkgMfrsvuQ7rth7EU79vQDSqXk91vmVrus/n+vszm+rqauzYsQMAMm6nGg6HsWvXLkyfPj3jZ/SwvbEF+0925PwdaXHfpatrzPyYzOC66P45kw0fNLDi7zHWKe9zO+EA4jtseLj2RlrpfsNW7Ti1Cj3u9XTnMMvMN9uNoIvOLotU6U2ERadiI4S9BaNzHiFMHLV8e8/xvGYB6LUydr7sNI04HbvlgR6r5+dbtmaaheOAes9BisKM26nK3akl032nlFUfkxFtxwMRZ8Xli2tvyMeZgcoZ2c7Q415XY0bk4Hb7xaMKVUtfNgzQBcNFqrRhdMWnxqML+QbYInRSZMPn5M2TB2pOSdejYzLfsjXT7y/9ZnTmZcbtVOXu1JLpvlOKj8n00/qRFbN0OMslWkeI6KzYUaOHVO2MijF+hEZNRrSoVJeAXY97PZ9zpMqj7Y0t2Pyja+DSoTxngC4Yq/a+i8DIik+NEcJ8A+xUDcepFw3HPX+o0LUHNVPDjb3hqfPg4OlOOC/+NhxSVIiFI9VeK0OPjsl8y9ZUn68Y40czHOituB57ms+ibIQ+z6ZRarOmlOKKshLsO5HbTi1a3Xd2D7L0WEvHDB3OpD2rdtRoLVU7o+FUJ6TLbwWcLmEHBvSUKo/2n+zA9sYWzK3S/tFQBugqULOnmL3v1qTGCKEaswASG45GjNRma7ixNzzNvRKRgAnXAA6nEAtHqj0lXY+OyXzL1nRbzwUv+9v4vby1sQVbdOpdp6FcTgfW1U7H23tO5FRGskNcG3o8smL0rDgSAztqlEnVzpAAwOUBYM/BkcFS5VFPbwSfn+xggG4GWvQU2733XS0ibVen1kiNmveGEaPV2Rpu7A1Pfa8AAJz9xbUWjV251J6SrlfHZL6/n8TP72k+i0Otyffy5yfP6da7Tqm5ZHzH7BDXhl5r6bCtROyoUSZtOyOB3QZHBkuVR8M8LlxWVqLL+bmKe5646rqY9FgVWo7E1SQBMVaTNGJV92zPfHIV26F5kGo0Nt/nZPOlxUrVZls9P3XvehSfn+wwKEWkhBH3XazzuHvCtdjTfNawekkrVlzJnsRltrpDL/EFzgYewUosZwa3M9xOBxyDss1ugyODpWq3X1FWgllTSnU5P0fQ88RV18WkxxQ7ORJ7eT89fAJXTrzI8JEaI0ars80kYG/40DyIRCX87v+eEmrhSE4NTte77tStd53MSY/ns41mVPlgxt0vRJrpR9aRrZxJ98jWoVZzPyqg1SPHsXb7vOqLdHuEjQF6nrjquphE7DiJ9fKOdnSgvNz4zhsjnt3KpeFmh2mL2SqRwWsFNJ7uFCoY5tTg5Hs51BeFz+3EZWXDdetdJ3MSrfNYC0aUD2bZ/SKRHTpryBi5lDOD21rV5ReYenBEy0eOY+12PdeXYYCeJ44kiYkdJ9kZMVrNwE5+JSJqntmhIyWTVL3r373yr7hAHGUkYuexFvQuH0TYAWTwnsnZymktOmtEmEWQrQNahDSKRu2ZFErKGa1/s1rPFrFa5ycD9DyJ2ni2u1w6TlhJGBNk2SGwU7KVXKZKxA55ZkZG9q6TObHzWBtG7wCiZPRO7c4aEfa2zpYPIsx00OOxAjnn0GLkV7RyRo/ZIlbr/GSArgI2nsWTreNEhEqCrEnpVnJmrUSIKHecdacNo3cAUdLxqnYQJcLe1tnyweiZDnoEinLPocXIb6pHsIwsZ/QY3RatUyJfXMWdTEHJqreZVvZMt/p+76gKLS9DeCKuLqx1mtQ+fradHbjCMZG5qFlGxDqP758zGbfPGIf750zmM8cqMHoHkGw7lKSSLs1Kg6iMe1vr1M7Jlg9G7B6TSI+dl3I5R2KZ8nHT17LvnWwSy5nvTCoyvJxR8vuQS43fk0htYI6g64CrdOZHix5Po6fDqUXNe0vEBWsypUnr46t9b8VGyDmCRmQeWi48xBkz6jF6BxAlo3dqPyKZy97Wob4opNIqzdqj2fLB6JkOesxgy3aOwWXKzi/PAA4gcVKDGp32Ii1MrMfodr6/J63bm3IxQNeYiEGP2WgxNcboSkINat9bIi6wkSlNo1X4+eh5b2XbSo7lAZF4RCwXKTUjOz6UTilWM82DO39dTgcikgQpIfBzAAiPuTRpyrua7dFsHdBG7B6TSI9AMds5BpcpfVEJDgAelwN9EcmSnfZ6DUzk83vSur0pFwN0jbFyz58WPZ5GVxJqUPveEvHZ6ExpGj1a2+OrfW8ZuZUcZ/EQKSNiuUjiSbWrgxrlrJyyO9ve1rGAHS4PAG3ao9k6oI2e6aBHoJjtHOkeRbjq4pEoG1FgyU57MwxMaN3elIsBusZYuedPix5PoysJNah9b4m4wEbmNHVofHxlRKuIRJu2pSV2RJDaRCwXrcgKv121pxQrmSWXaW/rk+3d+LipLen9WrRHs3VAGznTQY/6Ods5UpUpPrcT36oYLVRcoPZvUvRHe7Rub8rFReI0xgWh8qf2QioxmRaRMwO1761c8lnvBTS0+u61Pr5I95Yei+KIILEx233JdVi39SCe+n2DEAsdknlpXQYRf7vpqFF2J9ZF36oYbcv26OB2CwDN6+dMbQAzlCl2/E2K9r1wBF1jXBAqf6KNSIpC7XtL6dZ0Wq6noPV3b4d7S7RpW1rh40SkBTuUEUbT6rebagTQTNSeJWfH9qiI60CZoUyxY30q2vfCAF1jon3hZiX61BgjaHFvZcpnowpsrb97q99bok3b0gofJyKtWL2MMJoWv910gZmWe4CrTe3HK+zYHhU10BS9TLFrfSrS98Ip7joQaborWYue95Ye+1iS+kSbtqUVPk5EZE5a/HbTTQ/Xcg9wtWlRdtutPcp2izKsT43HEXQiygkXSzInu4ya2HH6JpEVaPHbTReYOYvGAm2H8k2yLuxSdmu5QCDbLcqwPjUeA3QiygkLbPMSadqWVuzSmCXxWGEFciNp8dtNF5i5AqfVSLJurF52a73LCNstyrA+NR4DdAtiY4G0wAKbRGf1xiyJR8RFqMxI7d9uusDsZFuTKscndWR6Rny0Cj8ftluUy/c3yVgkPwzQLYaNBdISAyAiovOMWISKDd/s0gVmS181xwJxdqHHLiNst+iPsUj+FC0S19PTg6VLl2Lx4sX44Q9/iDNnzgx5z5YtWzBv3jzU1NRg27ZtAIDOzk78+Mc/xve//30sXLgQe/fuzS/1NIRd9jwmIiIymt6LUNlxf2Kl7LYgmhmZdTGywXur8/eXjLFI/hQF6Js2bUJlZSVee+013HrrrVi/fn3S662trdi4cSM2b96Ml156Cc899xzC4TA2bNiAb37zm/jNb36Dp59+Gk888YQqF0HnccVK82KBT0RkLnoHGGz4kpWYcZcRdpJlx1gkf4qmuO/evRt33303AGDmzJlDAvR9+/Zh+vTp8Hq98Hq9KC8vx4EDB3DHHXfA6+2fBhaJRODz+fJMPg3GFSvNidOByG44TZesQO9FqOy6PzFZkxmfERd1b3WRMBbJX9YAmpncMwAAGqVJREFU/Y033sArr7yS9LdRo0ahuLgYAOD3+9HZ2Zn0eiAQiL8ee08gEEBJSQmA/hH25cuXY9WqVVkTGAqF0NDQkP1Ksujp6UFDQwPCDi+OfdWBqHS+p6snFAIAHD3anNuxZL5fD7E0jcQ5jCtx49i5XoQjErwuB8aVuDES53D0aEdOx8h0XeFwOP66iPmQLz3uhcQ8jGlo6cHB051JBf7B0514b88XqCodlvOx7SSfe9GK9+5gcn/PeopKEv7XrjMIXPa3gMuDn3/wBcYP9+Dub4yE05G+YSbq9xbLR1d3MQKnI5Ak9UZSqqrUWc2YtKF3gMGGL1mN2Z4RZydZdlw9P39ZA/QFCxZgwYIFSX+77777EAz2T1MIBoPxwDumqKgo/nrsPbGAvbGxEQ899BAeeeQRXHXVVVkT6PP5VGmgNDQ0oKqqCmeCIXR7AkhsPg0bGMkvL5+Q07Hkvl8PsTRdPOFiPDF+gqLGQi7XdfRoc/x1EfMhX3rcC4l5GLPr6+PojZxN+ltvRELQ6Ud5+bicj20n+dyLVrx3B5P7e9bTnuazON7RArj70xiOSDje0YczGI7q8vQNHFG/t1g+lo0swLgLCo1ODulMzwCDDV8iY7GTLDszzowQjaIp7tXV1fjwww8xdepU7NixAzNmzEh6ferUqXj++ecRCoUQDofR1NSEyspKHDp0CA888ACef/55XHrppapcAA1ltt5IYoFP9sIRCCJl2PAlMhY7yXLDWCQ/igL02tparFixArW1tfB4PFi7di0AYMOGDSgvL8fcuXNRV1eHxYsXQ5IkLFu2DD6fD2vXrkU4HMaTTz4JoH+k/YUXXlDvanTA5yZJCyzwyU7YIUWkHBu+RMZhJxnpQVGAXlBQgHXr1g35+5133hn//5qaGtTU1CS9brZgfDAu5EVaYYFPdsIOKSIiMit2kpHWFAXodsWVG0lLLPDJLtghJbaenh4sX74cbW1t8Pv9ePbZZzFy5Mik92zZsgWbN2+G2+3GPffcg9mzZ6OzsxPLly9HIBBAb28vVq5cienTpxt0FUREROZkuwDd63Jh3AUFSX/zeVwAgHEXFECSJEgA+hfhTV6J9+tgKOVzk23BEC4syW3LOGnI/+ROggRJ6l8BOTLwX0nq/1usYTvM078fa+IiwilPleKPjoHVkz0uR9q3+TxuuAfOFXu/W2ajWtalJ12HDntMDlyK0zFw6jSn5G6XRPlhh5S4Nm3ahMrKSixduhS/+93vsH79ejz66KPx11tbW7Fx40a89dZbCIVCWLx4Ma699lps2LAB3/zmN3HHHXfg8OHDePjhh/Gf//mfBl4JERGR+dguQC8a5kbRsOTL9rn7g9rxIzOvvvvtSaPx+l+OoSscif+twOvCtZNG45IxReonVoYiX/81TR+0AvLg7X4k6XxwGeuMGHyMqeOGxwP8+Mcd/QFyUagQF4/rX7Xf7+vv2Lj8opKU50rn/PlzeFOGP2U7m5Ktjgq9/XlQObY43iGQmGeDFXj782BSadFAmiQ4kP7aJAnwhYejbHTuKz0r3bEpY/YqOGhix1UuH1eU7Ax5PfiN0ZFFuHB4f8eYd+A3PLbYN/Dq+e8uVXo8rv73jy7ynr+mxKPLvT4p9+6j7Pet3E+k/rxroOOsyOdK+s0lfvdFw7woGOjU01q6qxh8vZmuNtYpGPu+c8kaPTr2fB43PC4HrDL+v3v3btx9990AgJkzZ2L9+vVJr+/btw/Tp0+H1+uF1+tFeXk5Dhw4gDvuuANeb/8Ms0gkAp8vt45rIiJSjutjWY/tAvR8zJpSimnjR6D+WDu6wxEUeF2YNn4EZk0pNTppaTkG7Smc/M/Ur3ndrvQHjPaiwNN/28T2K44FtVYQmw1wgd+b0/tjgd6Y4twbomdOhnHh8ILsb6SMQm0SLhnd3zEybGAWzMTS3DrKYh0rk8cWa5M4AfgHOtz+x7j0z3X7Q19jcoZtzfSWreOoeKBzdfrAs+oShnY09h9Hg8Rl6Jjyh9sw8aLhQ8pbM3jjjTfwyiuvJP1t1KhR8a1R/X4/Ojs7k14PBALx12PvCQQC8S1XW1tbsXz5cqxatSrr+UOhEBoaGvK9DPT09KChoQEhhxdHT51Lfi0UAtC/HV7Ox1PwGS2pkZ5cjhEOh+Ovi5YHapB7TUryIDEP1TqmnkRJXz73oijXoKXYNR5pPoL/tesMApf9LeDy4OcffIHxwz24+xsj4XQ4st6PIsnlezPiu43lYUHvcLSdCKt67HRbiVsnstKBy+nAxiVXY3tjCz4/2YHLykowa0ppfKSKiPQTjUazv4ky6uvrMzoJSXINcJNHBgQofyN98UelzGbBggVYsGBB0t/uu+8+BINBAEAwGIwH3jFFRUXx12PviQXsjY2NeOihh/DII4/gqquuynp+n8+XtoEiR0NDA6qqqtDS0YNuT3Kn1LCBkfzy8gk5H0/JZ7SkRnpyOcbRo83x10XLAzXIvSYleZCYh2odU0+ipC+fe1GUa9BS7BrPYDiOd7QA7v5/hyMSjnf04QyGo7r8gqz3o0hy+d6M+G5jeVg2xo/SkmG6nFOfuY0W4nI6MLdqLJbOnYy5VWMZnBMRkaVUV1fjww8/BADs2LEDM2bMSHp96tSp2L17N0KhEDo7O9HU1ITKykocOnQIDzzwANauXYvrr7/eiKSrIjZdtHvCtdjTfBbRKFcdIXvgvW8+R9qCKdfHOtIWTPMJMgOOoFtAJCqha8REhP1j8UHDaY7qExGRYrW1tVixYgVqa2vh8Xiwdu1aAMCGDRtQXl6OuXPnoq6uDosXL4YkSVi2bBl8Ph/Wrl2LcDiMJ598EkD/SLvZtlcVcTtVPl9KehDx3qfsLh7lh9ftRCghSPe6nbh4lN/AVFG+GKCbXCQqoe6lnWid/D1ITjeWbtqLaeNHYOOSqxmkExGRbAUFBVi3bt2Qv995553x/6+pqUFNTU3S62YLxlMRbTtVBk2kF9HufcrNtPEjMKm0CIdaAgj3ReF1OzGptAjTxqdff4bExwDd5LY3tqD+WDskV3+B2hWOoP5YO7Y3tmBu1ViDU0dERGQemaaLGhGkMGgivYh271NunE4HVt1chfpj7TjSFsTFo/ycZWMBDNBN7rOTHehO2PYNALrDEXx+soMBOtkCH/EgophCnxsVY5KndsZ2bRj891S+OXEU/ve+U+juPV+vDvO48M2Jo3L6vNq2N7akDJo6enplpyeXfCjoHY6ygdfl5JtZyL0mJXmQmIdqHVMPot37+dyLouaxmgZf4+SxqXexyXY/iiISlYCxlej1j8XJ9m58q2JUyracEd9tLA8LffqFzQzQTe7yshIUeF1D9ma/rKwkw6dIDQwMjcdHPIgoUZHPjaJBjajYdpi5rL576/SL8Nae40O2U711+kWGlClXXTISG//cPKSOv+qSkbJXE84lH9pOhOOvy8k3s5B7TUryIDEP1TqmHkS79/O5F0XNYzXleo3Z7kcRxNpyZ6f8P5Ccbjz22/1p23JGfLdG5CEDdJMz497sVsDAUAxKHvFgxwoRpSPadqqs40kvot37MayzrY+P6w7FAN3kRC1QrY6FiRjkPuLBjhUiyia2naoIZTnreNKTSPc+wDrbLnJty9mps4YBugWIVqDaAZ/9F4PcRzzYsUJEZsM6nuyKdbY95NKWs1tnjdPoBBCZUawwScRn//UXm/5Z6HXBAaAwy/TPTB0rREREWoqNALZfdA0+aDjdvzAWpcU62x5yacslddY4nEmdNVbEEXQiBfhcoBjkTv+0y6KKdpoGRkRkBnYbAVSDkjqb9Z/55NKWs9vMVQboRArwuUBxyJn+aYeOFTYCiYjEw+na8smts1n/mVe2tpxdBlhiGKCTIuyh5HOBZmSHjhU2AomI8qd2O8duI4BqkFtns/6zLjsMsCRigE6ysYeSzMzqHStsBBIR5UeLdo7dRgDVIqfOZv1nXXYYYEnEReJINrst1EBkJlzAkIjyZffFzLRo58hd1JTkY/1nbbHOmqVzJ2Nu1VjLBucAR9BJAfZQEonLbtPAiEhdnCWnTTvHbiOARmD9R1bBAJ1k4zQtInGxEUhE+eBzvNq1c6z+iJXR7FL/cR0o62OATrKxh5JIbFZsBLJBQqQPzpJjO8fMrFj/JeIMF3tggE6y2aWHkojEwAYJkX44S47tHBIXZ7jYAwN0UsTqPZREJA42SIj0w9HjfmznkIg4w8UeGKATEZHQ2CAh0g9Hj4nExRku9sAAnYiIhMYGCZG+OHpMJCbOcLEHBuhERCQ0NkiIiIg4w8UuFAXoPT09WL58Odra2uD3+/Hss89i5MiRSe/ZsmULNm/eDLfbjXvuuQezZ8+Ov9bU1ISamhp8/PHH8Pl8+V0BERFZGhskRERE/TjDxfqcSj60adMmVFZW4rXXXsOtt96K9evXJ73e2tqKjRs3YvPmzXjppZfw3HPPIRwOAwACgQCeffZZeL3e/FNPRES2EGuQLJ07GXOrxjI4JyIiIktSFKDv3r0b1113HQBg5syZ+OSTT5Je37dvH6ZPnw6v14vi4mKUl5fjwIEDkCQJjz32GB566CEUFBTkn3oiIiIiIiIii8g6xf2NN97AK6+8kvS3UaNGobi4GADg9/vR2dmZ9HogEIi/HntPIBDAL3/5S1x//fW49NJLc05gKBRCQ0NDzu9Pp6enJ+1xurq6AECV85hZLvmQKR+tQI97wep5qBfmY/6Yh+rQMh+rqqo0OS4RERGJKWuAvmDBAixYsCDpb/fddx+CwSAAIBgMoqQkeSXdoqKi+Oux9xQXF+Odd97BhRdeiLfeegutra2466678Oqrr2Y8v8/nU6WB0tDQkPI4kagElF2BsH8sTmKkrZ9rLCwsBJC5QZguH60ilzzIl9XzUC/Mx/wxD9XBfCQiIiK1KFokrrq6Gh9++CGmTp2KHTt2YMaMGUmvT506Fc8//zxCoRDC4TCamppQWVmJ9957L/6eOXPm4OWXX84v9XmKRCXUvbQTrZO/B8npxtJNezFt/AhsXHK1bYN0IiIiIiIiMoaiAL22thYrVqxAbW0tPB4P1q5dCwDYsGEDysvLMXfuXNTV1WHx4sWQJAnLli0TcrX27Y0tqD/WDsnVv2BdVziC+mPt2N7YwpURiYiIyBIiUQldIyYi7B+LDxpO23q2IBGR6BQF6AUFBVi3bt2Qv995553x/6+pqUFNTU3aY2zdulXJqVX12ckOdIcjSX/rDkfw+ckOBuhERERkepwtSERkLopWcbeKy8tKUOB1Jf2twOvCZWUlaT5hXbHe9faLrsEHDaf7n80nIiIiU0uaLehwJs0WJCIi8dg6QJ81pRTTxo9AodcFB4BCrwvTxo/ArCmlRidNV4m96+3jvoWlm/ai7qWdDNKJiGyop6cHS5cuxeLFi/HDH/4QZ86cGfKeLVu2YN68eaipqcG2bduSXmtqasKMGTMQCoX0SjJlkGm2IBERiUfRFHercDkd2LjkamxvbMHnJztwWVmJLZ/L4rP4REQUs2nTJlRWVmLp0qX43e9+h/Xr1+PRRx+Nv97a2oqNGzfirbfeQigUwuLFi3HttdfC6/UiEAjg2WefhdfrNfAKKFFstmBXQpBu19mCRERmYOsRdKA/SJ9bNRZL507G3KqxtgvOAfauExHRebt378Z1110HAJg5cyY++eSTpNf37duH6dOnw+v1ori4GOXl5Thw4AAkScJjjz2Ghx56CAUFBUYknVLgbEEiInOx9Qg69WPvOhGRPb3xxht45ZVXkv42atQoFBcXAwD8fj86OzuTXg8EAvHXY+8JBAL45S9/ieuvvx6XXnqp9gmnnHG2IBGRuTBAp3jvev2xdnSHIyhg7zoRkS0sWLAACxYsSPrbfffdh2AwCAAIBoMoKUnurC0qKoq/HntPcXEx3nnnHVx44YV466230NrairvuuguvvvpqxvOHQiE0NDTkfR09PT1pj9PV1QUAqpzHzMoAlJUBwBl80Th0XQEgcz5agR73gtXzUC/MR3UwH/OnZR5WVVWl/DsDdGLv+gDuE0tEBFRXV+PDDz/E1KlTsWPHDsyYMSPp9alTp+L5559HKBRCOBxGU1MTKisr8d5778XfM2fOHLz88stZz+Xz+dI2UORoaGhIeZxIVALKrkDYPxYnMZLlehbp8tEK9LoXrJyHemI+qoP5mD8j8pABOgE4/yy+XReF4z6xRET9amtrsWLFCtTW1sLj8WDt2rUAgA0bNqC8vBxz585FXV0dFi9eDEmSsGzZMvh8PoNTPRTLdYrhvUBEZsIAnQhcyZ6IKKagoADr1q0b8vc777wz/v81NTWoqalJe4ytW7dqkjY5WK5TDO8FIjIT26/iTgRwJXsiIqthuU4xvBeIyEwYoBPh/Er2ibiSPRGRebFcpxjeC0RkJgzQicB9YomIrIblOsXwXiAiM+Ez6ETgSvZERFbDcp1ieC8QkZkwQCcaYPeV7ImIrIblOsXwXiAis+AUdyIiIiIiIiIBMEAnIiIiIiIiEgADdCIiIiIiIiIBMEAnIiIiIiIiEgADdCIiIiIiIiIBOCRJkoxORCb19fXw+XxGJ4OIiEh3brcbkydPNjoZmmEdT0REdpWujhc+QCciIiIiIiKyA05xJyIiIiIiIhIAA3QiIiIiIiIiATBAJyIiIiIiIhIAA3QiIiIiIiIiATBAJyIiIiIiIhKA2+gEaC0ajWL16tVobGyE1+vFmjVrMGHCBKOTJbze3l6sWrUKJ06cQDgcxj333INJkyZh5cqVcDgcmDx5Mv75n/8ZTif7eHLR1taGefPm4eWXX4bb7WY+KvDrX/8aW7duRW9vL2pra3HVVVcxH2Xo7e3FypUrceLECTidTvz0pz/lvSjTp59+in/913/Fxo0b0dzcnDLvtmzZgs2bN8PtduOee+7B7NmzjU62pbGOV4Z1vLpYx+ePdXx+WMfnT6Q63vLf0vvvv49wOIzXX38dDz/8MJ555hmjk2QK77zzDkaMGIHXXnsNL774In7605/i6aefxoMPPojXXnsNkiThgw8+MDqZptDb24vHH38cw4YNAwDmowI7d+7E3r17sWnTJmzcuBFfffUV81GmDz/8EH19fdi8eTPuvfdePP/888xDGV588UU8+uijCIVCAFL/jltbW7Fx40Zs3rwZL730Ep577jmEw2GDU25trOOVYR2vHtbx+WMdnz/W8fkRrY63fIC+e/duXHfddQCAadOmYf/+/QanyBxuuukmPPDAA/F/u1wufPbZZ7jqqqsAADNnzsTHH39sVPJM5dlnn8WiRYtQWloKAMxHBf70pz+hsrIS9957L3784x9j1qxZzEeZLrnkEkQiEUSjUQQCAbjdbuahDOXl5fjFL34R/3eqvNu3bx+mT58Or9eL4uJilJeX48CBA0Yl2RZYxyvDOl49rOPzxzo+f6zj8yNaHW/5AD0QCKCoqCj+b5fLhb6+PgNTZA5+vx9FRUUIBAK4//778eCDD0KSJDgcjvjrnZ2dBqdSfG+//TZGjhwZb0ACYD4qcPbsWezfvx8///nP8ZOf/AT/8A//wHyUqbCwECdOnMDNN9+Mxx57DHV1dcxDGW688Ua43eefCkuVd4FAAMXFxfH3+P1+BAIB3dNqJ6zjlWEdrw7W8epgHZ8/1vH5Ea2Ot/wz6EVFRQgGg/F/R6PRpC+A0jt16hTuvfdeLF68GN/73vfws5/9LP5aMBhESUmJgakzh7feegsOhwOffPIJGhoasGLFCpw5cyb+OvMxNyNGjMDEiRPh9XoxceJE+Hw+fPXVV/HXmY/Z/cd//Ae+/e1v4+GHH8apU6fw93//9+jt7Y2/zjyUJ/E5vljeDa5vgsFgUmVO6mMdrxzr+PyxjlcH6/j8sY5Xl9F1vOVH0Kurq7Fjxw4AQH19PSorKw1OkTl8/fXXuOuuu7B8+XLcfvvtAIDLLrsMO3fuBADs2LED3/jGN4xMoim8+uqr+M1vfoONGzeiqqoKzz77LGbOnMl8lGnGjBn44x//CEmScPr0aXR3d+Oaa65hPspQUlISr0iGDx+Ovr4+/qbzkCrvpk6dit27dyMUCqGzsxNNTU2sczTGOl4Z1vHqYB2vDtbx+WMdry6j63iHJEmSJkcWRGyF1y+++AKSJOGpp55CRUWF0ckS3po1a/D73/8eEydOjP/tn/7pn7BmzRr09vZi4sSJWLNmDVwul4GpNJe6ujqsXr0aTqcTjz32GPNRpn/5l3/Bzp07IUkSli1bhnHjxjEfZQgGg1i1ahVaW1vR29uLH/zgB7jiiiuYhzIcP34cDz30ELZs2YIvv/wyZd5t2bIFr7/+OiRJwo9+9CPceOONRifb0ljHK8M6Xn2s4/PDOj4/rOPzJ1Idb/kAnYiIiIiIiMgMLD/FnYiIiIiIiMgMGKATERERERERCYABOhEREREREZEAGKATERERERERCYABOhEREREREZEAGKAT2djOnTuxbNkyo5NBREREGmA9T2Q+DNCJiIiIiIiIBOA2OgFEJJY//OEPePXVV+P//vnPf44LLrgAP/nJT7B//36MHj0aJ06cwAsvvIBx48YZmFIiIiKSi/U8kdgYoBNRkiNHjuDf//3fUVBQgMcffxx/+tOfUFhYiPb2drz55ps4c+YMvvOd7xidTCIiIlKA9TyR2BigE1GSUaNGYcWKFfD7/Th8+DCmTZsW/y8AjBw5EhMnTjQ4lURERKQE63kisTFAJ6K4zs5OrFu3Dtu3bwcA3HnnnZAkCZMnT8Zvf/tbAMC5c+dw5MgR4xJJREREirCeJxIfA3Qim/voo48wb968+L+vvPJK3HbbbSgsLERJSQlaWlowb9487NixA4sWLcLo0aMxbNgweDweA1NNREREuWA9T2QuDkmSJKMTQURia2pqwoEDB/A3f/M3OHv2LL773e9i27Zt8Hq9RieNiIiI8sR6nkgcDNCJKKuuri48/PDDaGtrQyQSwfe//33cdtttRieLiIiIVMB6nkgcDNCJiIiIiIiIBOA0OgFERERERERExACdiIiIiIiISAgM0ImIiIiIiIgEwACdiIiIiIiISAAM0ImIiIiIiIgEwACdiIiIiIiISAD/P6JzbbiYO1H6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(nasdaq_log_diff, lags=100, title='NASDAQ Composite (Log, Diff)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Industrial Production (log, seasonl diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the monthly time series on industrial manufacturing production, we notice a large negative outlier following the 2008 crisis as well as the corresponding skew in the Q-Q plot. The autocorrelation is much higher than for the NASDAQ returns and declines smoothly. The PACF shows distinct positive autocorrelation patterns at lag 1 and 13, and significant negative coefficients at lags 3 and 4:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T23:12:56.035432Z",
     "start_time": "2020-06-17T23:12:55.267094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(industrial_production_log_diff, title='Industrial Production (Seasonal Diff)')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
